Bag_of_words.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import nltk\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import csv\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('Combined_News_DJIA.csv')\n",
    "train = data[data['Date'] < '2015-01-01']\n",
    "test = data[data['Date'] > '2014-12-31']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trainheadlines = []\n",
    "for row in range(0,len(train.index)):\n",
    "    trainheadlines.append(' '.join(str(x) for x in train.iloc[row,2:27]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testheadlines = []\n",
    "for row in range(0,len(test.index)):\n",
    "    testheadlines.append(' '.join(str(x) for x in test.iloc[row,2:27]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating the bag of words...\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"Creating the bag of words...\\n\")\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "# Initialize the \"CountVectorizer\" object, which is scikit-learn's\n",
    "# bag of words tool.  \n",
    "vectorizer = CountVectorizer(analyzer = \"word\",   \\\n",
    "                             tokenizer = None,    \\\n",
    "                             preprocessor = None, \\\n",
    "                             stop_words = 'english',   \\\n",
    "                             max_features = 5000) \n",
    "\n",
    "# fit_transform() does two functions: First, it fits the model\n",
    "# and learns the vocabulary; second, it transforms our training data\n",
    "# into feature vectors. The input to fit_transform should be a list of \n",
    "# strings.\n",
    "train_data_features = vectorizer.fit_transform(trainheadlines)\n",
    "\n",
    "# Numpy arrays are easy to work with, so convert the result to an \n",
    "# array\n",
    "train_data_features = train_data_features.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1611, 5000)\n"
     ]
    }
   ],
   "source": [
    "print(train_data_features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "80 cable\n",
      "20 cables\n",
      "28 cairo\n",
      "28 california\n",
      "36 call\n",
      "118 called\n",
      "45 calling\n",
      "21 calls\n",
      "84 calm\n",
      "18 cambodia\n",
      "26 cambodian\n",
      "25 came\n",
      "17 camera\n",
      "216 cameras\n",
      "27 cameron\n",
      "30 cameroon\n",
      "17 camp\n",
      "38 campaign\n",
      "100 campaigners\n",
      "20 campaigns\n",
      "186 camps\n",
      "65 can\n",
      "45 canada\n",
      "21 canadas\n",
      "39 canadian\n",
      "84 canadians\n",
      "28 canal\n",
      "20 cancel\n",
      "60 cancelled\n",
      "24 cancels\n",
      "60 cancer\n",
      "113 candidate\n",
      "93 candidates\n",
      "72 cannabis\n",
      "62 cannot\n",
      "19 cant\n",
      "18 cap\n",
      "14 capable\n",
      "19 capacity\n",
      "332 capita\n",
      "120 capital\n",
      "100 capitalism\n",
      "19 captain\n",
      "19 captive\n",
      "43 capture\n",
      "34 captured\n",
      "25 captures\n",
      "20 car\n",
      "21 carbon\n",
      "23 card\n",
      "193 cardinal\n",
      "20 cards\n",
      "15 care\n",
      "153 cargo\n",
      "103 caribbean\n",
      "94 carried\n",
      "52 carrier\n",
      "71 carry\n",
      "22 carrying\n",
      "18 cars\n",
      "21 cartel\n",
      "35 cartels\n",
      "49 carter\n",
      "20 cartoon\n",
      "22 cartoons\n",
      "72 case\n",
      "21 cases\n",
      "29 cash\n",
      "15 cast\n",
      "29 caste\n",
      "20 castro\n",
      "15 casualties\n",
      "18 cat\n",
      "90 catastrophe\n",
      "18 catastrophic\n",
      "41 catch\n",
      "63 catholic\n",
      "26 catholics\n",
      "190 cats\n",
      "69 caught\n",
      "32 cause\n",
      "102 caused\n",
      "51 causes\n",
      "29 causing\n",
      "25 cave\n",
      "24 cbc\n",
      "27 cctv\n",
      "60 cease\n",
      "25 ceasefire\n",
      "38 celebrate\n",
      "47 celebrates\n",
      "275 cell\n",
      "51 cellphone\n",
      "46 cells\n",
      "31 cemetery\n",
      "65 censor\n",
      "17 censored\n",
      "47 censoring\n",
      "111 censors\n",
      "167 censorship\n",
      "219 census\n",
      "23 cent\n",
      "43 center\n",
      "17 centers\n",
      "90 central\n",
      "27 centre\n",
      "24 centuries\n",
      "21 century\n",
      "34 ceo\n",
      "15 ceremony\n",
      "133 certain\n",
      "22 chain\n",
      "21 chairman\n",
      "28 challenge\n",
      "61 challenges\n",
      "327 chance\n",
      "21 chancellor\n",
      "379 change\n",
      "652 changed\n",
      "81 changes\n",
      "47 changing\n",
      "16 channel\n",
      "1729 chanting\n",
      "72 chaos\n",
      "815 charge\n",
      "31 charged\n",
      "33 charges\n",
      "15 charging\n",
      "24 charity\n",
      "17 charter\n",
      "151 chavez\n",
      "116 cheap\n",
      "55 cheaper\n",
      "21 chechnya\n",
      "276 check\n",
      "32 chemical\n",
      "29 chemicals\n",
      "242 cheney\n",
      "19 chernobyl\n",
      "23 chevron\n",
      "31 chief\n",
      "16 chiefs\n",
      "126 child\n",
      "41 children\n",
      "53 chile\n",
      "246 chilean\n",
      "56 chilling\n",
      "505 china\n",
      "168 chinas\n",
      "89 chinese\n",
      "218 choice\n",
      "173 cholera\n",
      "67 choose\n",
      "57 chris\n",
      "332 christian\n",
      "76 christians\n",
      "79 christmas\n",
      "89 christopher\n",
      "15 church\n",
      "33 churches\n",
      "100 chvez\n",
      "25 cia\n",
      "89 cigarette\n",
      "20 cigarettes\n",
      "25 circumcision\n",
      "16 circumstances\n",
      "56 cities\n",
      "30 citing\n",
      "20 citizen\n",
      "228 citizens\n",
      "23 citizenship\n",
      "63 city\n",
      "147 civil\n",
      "65 civilian\n",
      "47 civilians\n",
      "35 claim\n",
      "23 claimed\n",
      "24 claiming\n",
      "33 claims\n",
      "28 clash\n",
      "30 clashes\n",
      "15 class\n",
      "23 classified\n",
      "26 clean\n",
      "122 cleansing\n",
      "102 clear\n",
      "57 cleared\n",
      "175 clearly\n",
      "18 clergy\n",
      "43 cleric\n",
      "65 clerics\n",
      "27 clients\n",
      "29 climate\n",
      "20 clinic\n",
      "26 clinton\n",
      "66 close\n",
      "141 closed\n",
      "27 closer\n",
      "28 closes\n",
      "20 closing\n",
      "20 closure\n",
      "21 clothes\n",
      "35 clothing\n",
      "58 cloud\n",
      "36 clouds\n",
      "18 club\n",
      "17 cluster\n",
      "159 cnn\n",
      "66 co\n",
      "20 coal\n",
      "155 coalition\n",
      "98 coast\n",
      "16 coastal\n",
      "105 coca\n",
      "16 cocaine\n",
      "83 code\n",
      "19 coffee\n",
      "20 coins\n",
      "20 cola\n",
      "72 cold\n",
      "51 collapse\n",
      "68 collapsed\n",
      "27 collapses\n",
      "32 colleagues\n",
      "28 collected\n",
      "55 collection\n",
      "71 college\n",
      "20 colombia\n",
      "41 colombian\n",
      "15 colony\n",
      "16 columbia\n",
      "38 com\n",
      "78 combat\n",
      "33 combined\n",
      "93 come\n",
      "195 comes\n",
      "260 comet\n",
      "34 coming\n",
      "48 command\n",
      "15 commander\n",
      "23 commanders\n",
      "30 commandos\n",
      "46 comment\n",
      "46 comments\n",
      "35 commercial\n",
      "30 commission\n",
      "22 commissioner\n",
      "77 commit\n",
      "33 commits\n",
      "15 committed\n",
      "35 committee\n",
      "43 committing\n",
      "44 common\n",
      "18 commons\n",
      "15 communication\n",
      "24 communications\n",
      "28 communist\n",
      "24 communities\n",
      "45 community\n",
      "19 companies\n",
      "74 company\n",
      "21 compared\n",
      "82 compensation\n",
      "14 competition\n",
      "26 complaint\n",
      "28 complaints\n",
      "18 complete\n",
      "16 completely\n",
      "77 complex\n",
      "23 compound\n",
      "17 compulsory\n",
      "35 computer\n",
      "96 computers\n",
      "114 concern\n",
      "20 concerned\n",
      "169 concerns\n",
      "16 concert\n",
      "19 concrete\n",
      "96 condemn\n",
      "62 condemnation\n",
      "21 condemned\n",
      "37 condemning\n",
      "23 condemns\n",
      "37 condition\n",
      "82 conditions\n",
      "26 condoms\n",
      "48 conduct\n",
      "48 conducted\n",
      "79 conducting\n",
      "51 conference\n",
      "41 confidence\n",
      "54 confidential\n",
      "47 confirm\n",
      "81 confirmed\n",
      "20 confirms\n",
      "18 confiscated\n",
      "27 conflict\n",
      "38 conflicts\n",
      "40 confrontation\n",
      "32 congo\n",
      "14 congress\n",
      "15 connected\n",
      "41 connection\n",
      "14 consent\n",
      "28 consequences\n",
      "16 conservative\n",
      "68 conservatives\n",
      "18 consider\n",
      "30 considered\n",
      "113 considering\n",
      "28 considers\n",
      "87 conspiracy\n",
      "23 constitution\n",
      "19 constitutional\n",
      "36 construction\n",
      "18 consulate\n",
      "21 consumer\n",
      "31 consumers\n",
      "16 consumption\n",
      "261 contact\n",
      "23 contain\n",
      "29 containing\n",
      "120 contaminated\n",
      "36 contamination\n",
      "22 content\n",
      "20 contest\n",
      "144 continent\n",
      "21 continue\n",
      "14 continued\n",
      "19 continues\n",
      "31 continuing\n",
      "18 contraception\n",
      "14 contract\n",
      "23 contractor\n",
      "39 contractors\n",
      "29 contracts\n",
      "16 contrary\n",
      "68 control\n",
      "18 controlled\n",
      "21 controls\n",
      "100 controversial\n",
      "15 controversy\n",
      "26 convention\n",
      "16 convert\n",
      "53 convicted\n",
      "37 conviction\n",
      "30 convinced\n",
      "29 convoy\n",
      "15 cool\n",
      "16 cooperation\n",
      "15 cop\n",
      "14 copenhagen\n",
      "64 copper\n",
      "209 cops\n",
      "124 coptic\n",
      "32 copy\n",
      "66 copyright\n",
      "19 core\n",
      "155 corn\n",
      "18 corp\n",
      "54 corporate\n",
      "434 corporation\n",
      "1009 corporations\n",
      "66 correct\n",
      "91 corrupt\n",
      "94 corruption\n",
      "46 cost\n",
      "43 costa\n",
      "823 costs\n",
      "48 could\n",
      "111 couldn\n",
      "59 council\n",
      "30 count\n",
      "39 counter\n",
      "20 countries\n",
      "41 country\n",
      "128 countrys\n",
      "32 coup\n",
      "117 couple\n",
      "22 couples\n",
      "52 course\n",
      "25 court\n",
      "64 courts\n",
      "62 cover\n",
      "31 coverage\n",
      "52 covered\n",
      "17 covering\n",
      "16 covert\n",
      "78 crack\n",
      "59 crackdown\n",
      "226 cracks\n",
      "96 crash\n",
      "16 crashed\n",
      "272 crashes\n",
      "168 crazy\n",
      "40 create\n",
      "22 created\n",
      "425 creates\n",
      "16 creating\n",
      "42 creation\n",
      "24 credibility\n",
      "18 credit\n",
      "76 crew\n",
      "29 crime\n",
      "21 crimea\n",
      "63 crimean\n",
      "26 crimes\n",
      "46 criminal\n",
      "76 criminals\n",
      "21 crippled\n",
      "34 crisis\n",
      "54 critic\n",
      "19 critical\n",
      "18 criticised\n",
      "33 criticises\n",
      "15 criticism\n",
      "15 criticized\n",
      "44 criticizing\n",
      "16 critics\n",
      "106 crop\n",
      "34 crops\n",
      "16 cross\n",
      "15 crossed\n",
      "25 crossing\n",
      "71 crowd\n",
      "104 crowds\n",
      "33 crucial\n",
      "23 crude\n",
      "103 cruise\n",
      "68 crush\n",
      "55 cuba\n",
      "49 cuban\n",
      "20 cult\n",
      "46 cultural\n",
      "24 culture\n",
      "218 cup\n",
      "129 curb\n",
      "42 cure\n",
      "59 currency\n",
      "31 current\n",
      "45 currently\n",
      "21 custody\n",
      "18 customer\n",
      "86 customers\n",
      "49 customs\n",
      "32 cut\n",
      "84 cuts\n",
      "42 cutting\n",
      "41 cyber\n",
      "19 cyprus\n",
      "66 czech\n",
      "16 dad\n",
      "20 daiichi\n",
      "48 daily\n",
      "98 dalai\n",
      "68 dam\n",
      "40 damage\n",
      "58 damaged\n",
      "260 damages\n",
      "40 damaging\n",
      "30 damascus\n",
      "131 damning\n",
      "28 dancing\n",
      "176 danger\n",
      "35 dangerous\n",
      "446 danish\n",
      "324 darfur\n",
      "17 dark\n",
      "617 data\n",
      "16 database\n",
      "151 date\n",
      "271 daughter\n",
      "29 daughters\n",
      "21 david\n",
      "15 dawn\n",
      "811 day\n",
      "177 days\n",
      "125 ddos\n",
      "16 de\n",
      "157 dead\n",
      "20 deadliest\n",
      "92 deadly\n",
      "124 deal\n",
      "16 dealing\n",
      "29 deals\n",
      "35 death\n",
      "60 deaths\n",
      "27 debate\n",
      "105 debris\n",
      "23 debt\n",
      "25 debts\n",
      "41 decade\n",
      "99 decades\n",
      "119 decapitated\n",
      "41 december\n",
      "15 decide\n",
      "16 decided\n",
      "15 decides\n",
      "26 decision\n",
      "28 decisions\n",
      "79 declaration\n",
      "23 declare\n",
      "22 declared\n",
      "15 declares\n",
      "24 decline\n",
      "25 declining\n",
      "15 decriminalization\n",
      "16 deemed\n",
      "21 deep\n",
      "27 deepens\n",
      "93 deeply\n",
      "70 default\n",
      "16 defeat\n",
      "40 defected\n",
      "161 defectors\n",
      "15 defects\n",
      "16 defence\n",
      "30 defend\n",
      "17 defending\n",
      "18 defends\n",
      "24 defense\n",
      "26 defiant\n",
      "17 deficit\n",
      "23 defied\n",
      "18 defies\n",
      "15 deforestation\n",
      "61 defy\n",
      "28 defying\n",
      "30 degree\n",
      "26 delay\n",
      "20 delhi\n",
      "17 deliberately\n",
      "170 deliver\n",
      "31 delivered\n",
      "68 delivery\n",
      "108 delta\n",
      "200 demand\n",
      "61 demanded\n",
      "17 demanding\n",
      "19 demands\n",
      "34 democracy\n",
      "61 democratic\n",
      "61 demolish\n",
      "28 demonstrate\n",
      "75 demonstration\n",
      "98 demonstrations\n",
      "76 demonstrators\n",
      "15 denial\n",
      "38 denied\n",
      "19 denies\n",
      "48 denmark\n",
      "21 deny\n",
      "40 denying\n",
      "23 department\n",
      "15 deploy\n",
      "20 deployed\n",
      "17 deploys\n",
      "19 deported\n",
      "48 deposits\n",
      "58 depression\n",
      "21 deputy\n",
      "17 described\n",
      "28 describes\n",
      "29 describing\n",
      "15 desert\n",
      "38 designed\n",
      "231 desperate\n",
      "98 despite\n",
      "106 destroy\n",
      "45 destroyed\n",
      "28 destroying\n",
      "70 destroys\n",
      "71 destruction\n",
      "25 details\n",
      "102 detain\n",
      "38 detained\n",
      "16 detainees\n",
      "32 detect\n",
      "81 detected\n",
      "17 detention\n",
      "16 determined\n",
      "40 deutsche\n",
      "30 devastating\n",
      "44 develop\n",
      "68 developed\n",
      "69 developing\n",
      "18 development\n",
      "23 device\n",
      "15 devices\n",
      "34 dialogue\n",
      "19 diamond\n",
      "58 diamonds\n",
      "31 dictator\n",
      "239 dictatorship\n",
      "86 did\n",
      "20 didn\n",
      "176 didnt\n",
      "230 die\n",
      "162 died\n",
      "65 dies\n",
      "30 different\n",
      "44 difficult\n",
      "21 digital\n",
      "68 diplomacy\n",
      "82 diplomat\n",
      "55 diplomatic\n",
      "56 diplomats\n",
      "29 direct\n",
      "49 directly\n",
      "36 director\n",
      "26 dirty\n",
      "21 disabled\n",
      "14 disappear\n",
      "43 disappeared\n",
      "139 disaster\n",
      "16 disasters\n",
      "14 disclosure\n",
      "17 discover\n",
      "21 discovered\n",
      "141 discovers\n",
      "16 discovery\n",
      "48 discrimination\n",
      "34 discuss\n",
      "37 disease\n",
      "81 diseases\n",
      "17 disguised\n",
      "16 dismissed\n",
      "26 dismisses\n",
      "16 displaced\n",
      "17 display\n",
      "18 dispute\n",
      "59 disputed\n",
      "55 dissent\n",
      "27 dissident\n",
      "28 dissidents\n",
      "27 distribution\n",
      "15 district\n",
      "19 disturbing\n",
      "22 ditch\n",
      "19 divorce\n",
      "17 dmitry\n",
      "14 dna\n",
      "14 do\n",
      "16 docs\n",
      "19 doctor\n",
      "67 doctors\n",
      "16 document\n",
      "85 documentary\n",
      "133 documents\n",
      "64 does\n",
      "47 doesn\n",
      "186 doesnt\n",
      "184 dog\n",
      "104 dogs\n",
      "18 doing\n",
      "55 dollar\n",
      "41 dollars\n",
      "105 dolphin\n",
      "88 dolphins\n",
      "98 domain\n",
      "16 domestic\n",
      "29 don\n",
      "20 donate\n",
      "50 donates\n",
      "14 donations\n",
      "260 done\n",
      "17 donetsk\n",
      "17 donor\n",
      "27 dont\n",
      "23 doomed\n",
      "16 door\n",
      "14 doors\n",
      "80 dotcom\n",
      "20 double\n",
      "29 doubled\n",
      "16 doubles\n",
      "60 doubt\n",
      "57 doubts\n",
      "21 down\n",
      "19 download\n",
      "31 downtown\n",
      "15 dozen\n",
      "16 dozens\n",
      "19 dr\n",
      "29 draft\n",
      "127 dragged\n",
      "50 dramatic\n",
      "55 draw\n",
      "18 drawing\n",
      "29 drawn\n",
      "24 draws\n",
      "16 dream\n",
      "22 dress\n",
      "17 dressed\n",
      "21 drill\n",
      "24 drilling\n",
      "15 drink\n",
      "31 drinking\n",
      "39 drive\n",
      "36 driven\n",
      "68 driver\n",
      "15 drivers\n",
      "67 drives\n",
      "24 driving\n",
      "50 drone\n",
      "24 drones\n",
      "25 drop\n",
      "68 dropped\n",
      "184 dropping\n",
      "69 drops\n",
      "79 drought\n",
      "56 drug\n",
      "25 drugs\n",
      "42 drunk\n",
      "36 dry\n",
      "566 dubai\n",
      "261 dubbed\n",
      "42 dublin\n",
      "16 due\n",
      "143 dump\n",
      "17 dumped\n",
      "19 dumping\n",
      "31 during\n",
      "37 dutch\n",
      "27 duty\n",
      "203 dying\n",
      "26 each\n",
      "56 earlier\n",
      "57 early\n",
      "81 earn\n",
      "20 earth\n",
      "155 earthquake\n",
      "223 ease\n",
      "14 easier\n",
      "19 east\n",
      "19 eastern\n",
      "15 easy\n",
      "333 eat\n",
      "131 eating\n",
      "17 ebola\n",
      "47 economic\n",
      "14 economics\n",
      "44 economies\n",
      "194 economist\n",
      "14 economy\n",
      "212 ecuador\n",
      "24 ecuadorian\n",
      "22 ed\n",
      "47 edge\n",
      "265 editor\n",
      "112 educated\n",
      "16 education\n",
      "23 edward\n",
      "25 effect\n",
      "49 effective\n",
      "17 effectively\n",
      "112 effects\n",
      "146 effort\n",
      "57 efforts\n",
      "21 eggs\n",
      "32 egypt\n",
      "17 egyptian\n",
      "72 egyptians\n",
      "79 egypts\n",
      "19 eight\n",
      "566 either\n",
      "288 el\n",
      "45 elderly\n",
      "22 elected\n",
      "55 election\n",
      "44 elections\n",
      "50 electoral\n",
      "274 electric\n",
      "129 electricity\n",
      "20 electronic\n",
      "43 elephant\n",
      "73 elephants\n",
      "30 eliminate\n",
      "47 elite\n",
      "48 elites\n",
      "23 else\n",
      "59 elsewhere\n",
      "17 email\n",
      "57 emails\n",
      "43 embargo\n",
      "22 embarrassing\n",
      "19 embassies\n",
      "17 embassy\n",
      "176 embrace\n",
      "16 emerge\n",
      "19 emerged\n",
      "43 emergency\n",
      "131 emerges\n",
      "23 emerging\n",
      "31 emissions\n",
      "15 empire\n",
      "61 employee\n",
      "30 employees\n",
      "29 employer\n",
      "71 employment\n",
      "16 empty\n",
      "16 en\n",
      "14 encourage\n",
      "15 end\n",
      "16 endangered\n",
      "422 ended\n",
      "42 ending\n",
      "41 ends\n",
      "42 enemies\n",
      "77 enemy\n",
      "30 energy\n",
      "39 enforcement\n",
      "241 engaged\n",
      "39 engine\n",
      "18 engineer\n",
      "31 england\n",
      "28 english\n",
      "14 enormous\n",
      "115 enough\n",
      "129 ensure\n",
      "18 enter\n",
      "23 entered\n",
      "83 entering\n",
      "41 enters\n",
      "45 entire\n",
      "22 entirely\n",
      "122 entrance\n",
      "25 entry\n",
      "17 environment\n",
      "38 environmental\n",
      "74 envoy\n",
      "93 epidemic\n",
      "57 equal\n",
      "14 equality\n",
      "32 equipment\n",
      "31 equivalent\n",
      "34 era\n",
      "45 erdogan\n",
      "22 eric\n",
      "67 error\n",
      "70 erupt\n",
      "16 erupts\n",
      "24 escalates\n",
      "21 escalating\n",
      "14 escalation\n",
      "43 escape\n",
      "20 escaped\n",
      "20 escapes\n",
      "17 especially\n",
      "73 espionage\n",
      "36 essential\n",
      "20 establish\n",
      "19 established\n",
      "35 establishment\n",
      "19 estate\n",
      "18 estimated\n",
      "19 estimates\n",
      "21 estonia\n",
      "22 ethiopia\n",
      "62 ethiopian\n",
      "19 ethnic\n",
      "20 eu\n",
      "27 euro\n",
      "18 europe\n",
      "74 european\n",
      "484 europeans\n",
      "147 europes\n",
      "507 euros\n",
      "483 eurozone\n",
      "40 evacuate\n",
      "17 evacuated\n",
      "63 evasion\n",
      "47 even\n",
      "22 event\n",
      "22 events\n",
      "14 eventually\n",
      "17 ever\n",
      "15 everest\n",
      "48 every\n",
      "46 everyone\n",
      "26 everything\n",
      "19 everywhere\n",
      "15 evicted\n",
      "19 evidence\n",
      "255 evil\n",
      "27 evo\n",
      "15 evolution\n",
      "16 ex\n",
      "165 exactly\n",
      "18 example\n",
      "36 excellent\n",
      "17 except\n",
      "20 excessive\n",
      "73 exchange\n",
      "27 exclusive\n",
      "15 excuse\n",
      "23 execute\n",
      "73 executed\n",
      "37 executes\n",
      "48 execution\n",
      "32 executions\n",
      "57 executive\n",
      "29 executives\n",
      "27 exercise\n",
      "20 exercises\n",
      "18 exile\n",
      "36 exist\n",
      "26 existence\n",
      "34 exit\n",
      "20 expand\n",
      "16 expanded\n",
      "19 expanding\n",
      "41 expansion\n",
      "29 expect\n",
      "117 expected\n",
      "20 expel\n",
      "32 expelled\n",
      "35 expels\n",
      "17 expenses\n",
      "32 expensive\n",
      "17 experienced\n",
      "23 experiment\n",
      "58 expert\n",
      "124 experts\n",
      "35 explain\n",
      "28 explains\n",
      "19 explanation\n",
      "31 exploded\n",
      "27 explodes\n",
      "15 exploit\n",
      "19 exploitation\n",
      "27 exploration\n",
      "89 explosion\n",
      "21 explosions\n",
      "21 explosive\n",
      "40 explosives\n",
      "34 export\n",
      "48 exports\n",
      "36 expose\n",
      "79 exposed\n",
      "35 exposes\n",
      "27 exposing\n",
      "17 expressed\n",
      "33 expression\n",
      "17 extend\n",
      "19 extended\n",
      "20 extends\n",
      "30 extent\n",
      "26 extinct\n",
      "39 extinction\n",
      "35 extra\n",
      "18 extradite\n",
      "72 extradition\n",
      "30 extraordinary\n",
      "39 extreme\n",
      "26 extremely\n",
      "25 extremism\n",
      "38 extremist\n",
      "65 extremists\n",
      "42 eye\n",
      "51 eyes\n",
      "378 face\n",
      "182 facebook\n",
      "27 faced\n",
      "174 faces\n",
      "36 facilities\n",
      "37 facility\n",
      "104 facing\n",
      "68 fact\n",
      "45 factories\n",
      "90 factory\n",
      "17 facts\n",
      "69 fail\n",
      "149 failed\n",
      "56 failing\n",
      "56 fails\n",
      "69 failure\n",
      "39 fair\n",
      "41 faith\n",
      "107 fake\n",
      "21 falklands\n",
      "83 fall\n",
      "25 fallen\n",
      "40 falling\n",
      "66 falls\n",
      "56 false\n",
      "111 families\n",
      "311 family\n",
      "25 famine\n",
      "40 famous\n",
      "25 fans\n",
      "209 far\n",
      "55 farm\n",
      "25 farmer\n",
      "117 farmers\n",
      "30 farming\n",
      "32 farms\n",
      "22 fascism\n",
      "63 fast\n",
      "28 faster\n",
      "24 fastest\n",
      "36 fat\n",
      "32 fatal\n",
      "33 fate\n",
      "119 father\n",
      "27 fatwa\n",
      "52 favor\n",
      "29 favour\n",
      "79 fbi\n",
      "145 fear\n",
      "42 feared\n",
      "26 fearing\n",
      "135 fears\n",
      "17 feb\n",
      "21 february\n",
      "34 fed\n",
      "93 federal\n",
      "16 fee\n",
      "33 feed\n",
      "15 feeding\n",
      "64 feel\n",
      "15 feeling\n",
      "32 fees\n",
      "30 feet\n",
      "28 fell\n",
      "21 fellow\n",
      "23 felt\n",
      "192 female\n",
      "15 festival\n",
      "24 few\n",
      "24 fewer\n",
      "18 fi\n",
      "24 fidel\n",
      "39 field\n",
      "32 fields\n",
      "19 fierce\n",
      "34 fifa\n",
      "29 fifth\n",
      "262 fight\n",
      "91 fighter\n",
      "103 fighters\n",
      "168 fighting\n",
      "36 fights\n",
      "31 figure\n",
      "45 figures\n",
      "15 file\n",
      "60 filed\n",
      "30 files\n",
      "85 fill\n",
      "26 filled\n",
      "110 film\n",
      "39 filmed\n",
      "27 filming\n",
      "27 films\n",
      "24 filter\n",
      "16 fin\n",
      "76 final\n",
      "97 finally\n",
      "72 finance\n",
      "208 financial\n",
      "49 find\n",
      "23 finding\n",
      "207 findings\n",
      "66 finds\n",
      "59 fine\n",
      "48 fined\n",
      "17 fines\n",
      "25 finish\n",
      "59 finished\n",
      "29 finland\n",
      "138 finnish\n",
      "98 fire\n",
      "15 fired\n",
      "53 fires\n",
      "106 firing\n",
      "81 firm\n",
      "69 firms\n",
      "33 first\n",
      "79 fish\n",
      "24 fishermen\n",
      "15 fishing\n",
      "18 five\n",
      "58 fix\n",
      "15 fixing\n",
      "18 flag\n",
      "16 flames\n",
      "37 flat\n",
      "80 fled\n",
      "32 flee\n",
      "24 fleeing\n",
      "46 flees\n",
      "18 fleet\n",
      "107 flew\n",
      "56 flight\n",
      "17 flights\n",
      "38 floating\n",
      "18 flood\n",
      "28 flooded\n",
      "45 flooding\n",
      "20 floods\n",
      "74 floor\n",
      "14 flotilla\n",
      "16 flown\n",
      "95 flu\n",
      "60 fly\n",
      "41 flying\n",
      "20 fm\n",
      "22 focus\n",
      "45 follow\n",
      "35 followed\n",
      "16 followers\n",
      "171 following\n",
      "18 follows\n",
      "365 food\n",
      "14 foot\n",
      "36 footage\n",
      "102 football\n",
      "41 for\n",
      "15 forbidden\n",
      "22 force\n",
      "289 forced\n",
      "272 forces\n",
      "529 forcibly\n",
      "22 forcing\n",
      "40 ford\n",
      "23 foreign\n",
      "384 foreigners\n",
      "48 forest\n",
      "69 forests\n",
      "26 forever\n",
      "16 forget\n",
      "41 forgotten\n",
      "34 form\n",
      "76 formal\n",
      "16 formally\n",
      "30 former\n",
      "14 fortune\n",
      "19 forum\n",
      "16 forward\n",
      "39 fossil\n",
      "37 fought\n",
      "39 found\n",
      "23 foundation\n",
      "151 founder\n",
      "37 four\n",
      "39 fourth\n",
      "18 fox\n",
      "39 foxconn\n",
      "529 fracking\n",
      "14 france\n",
      "89 francis\n",
      "111 fraud\n",
      "373 free\n",
      "68 freed\n",
      "193 freedom\n",
      "29 freedoms\n",
      "32 freeze\n",
      "521 french\n",
      "57 fresh\n",
      "121 friday\n",
      "40 friend\n",
      "25 friendly\n",
      "54 friends\n",
      "33 from\n",
      "16 front\n",
      "15 frozen\n",
      "26 frustrated\n",
      "21 fuck\n",
      "119 fucking\n",
      "24 fuel\n",
      "17 fuels\n",
      "260 fugitive\n",
      "30 fukushima\n",
      "20 full\n",
      "92 fully\n",
      "22 fun\n",
      "16 fund\n",
      "34 fundamental\n",
      "65 fundamentalists\n",
      "62 funded\n",
      "30 funding\n",
      "27 funds\n",
      "26 funeral\n",
      "154 furious\n",
      "90 further\n",
      "15 fury\n",
      "165 future\n",
      "42 g20\n",
      "23 gaddafi\n",
      "16 gadhafi\n",
      "24 gain\n",
      "74 gaining\n",
      "73 gains\n",
      "142 game\n",
      "51 games\n",
      "31 gang\n",
      "15 gangs\n",
      "18 gap\n",
      "277 garment\n",
      "43 gas\n",
      "28 gates\n",
      "37 gather\n",
      "25 gathered\n",
      "74 gathering\n",
      "372 gave\n",
      "56 gay\n",
      "864 gays\n",
      "24 gaza\n",
      "47 gazans\n",
      "29 gchq\n",
      "25 gdp\n",
      "42 gear\n",
      "204 gender\n",
      "17 general\n",
      "66 generals\n",
      "16 generation\n",
      "26 generations\n",
      "19 genetically\n",
      "29 geneva\n",
      "106 genital\n",
      "67 genocide\n",
      "132 george\n",
      "37 georgia\n",
      "548 georgian\n",
      "67 german\n",
      "575 germans\n",
      "233 germany\n",
      "128 get\n",
      "21 gets\n",
      "27 getting\n",
      "123 ghana\n",
      "26 ghost\n",
      "16 giant\n",
      "17 giants\n",
      "327 gift\n",
      "183 gillard\n",
      "15 girl\n",
      "145 girls\n",
      "115 give\n",
      "94 given\n",
      "36 gives\n",
      "454 giving\n",
      "15 glenn\n",
      "40 global\n",
      "41 globe\n",
      "17 gm\n",
      "36 gmail\n",
      "80 go\n",
      "139 goal\n",
      "224 god\n",
      "107 goes\n",
      "37 going\n",
      "40 gold\n",
      "17 golden\n",
      "81 goldman\n",
      "190 golf\n",
      "31 gone\n",
      "271 good\n",
      "21 goods\n",
      "36 google\n",
      "117 gorbachev\n",
      "64 gordon\n",
      "1724 got\n",
      "125 gov\n",
      "37 government\n",
      "162 governments\n",
      "26 governor\n",
      "24 govt\n",
      "18 grab\n",
      "35 graffiti\n",
      "22 grain\n",
      "45 grand\n",
      "29 grant\n",
      "49 granted\n",
      "50 grants\n",
      "24 graphic\n",
      "174 grave\n",
      "52 graves\n",
      "29 great\n",
      "260 greater\n",
      "181 greatest\n",
      "42 greece\n",
      "107 greek\n",
      "21 greeks\n",
      "34 green\n",
      "46 greenhouse\n",
      "22 greenpeace\n",
      "17 greenwald\n",
      "17 grenades\n",
      "124 grid\n",
      "28 grip\n",
      "446 ground\n",
      "187 grounds\n",
      "54 group\n",
      "193 groups\n",
      "45 grow\n",
      "78 growing\n",
      "56 grows\n",
      "24 growth\n",
      "60 guantanamo\n",
      "126 guantnamo\n",
      "61 guard\n",
      "44 guardian\n",
      "25 guards\n",
      "24 guatemala\n",
      "154 guess\n",
      "53 guide\n",
      "99 guilty\n",
      "79 guinea\n",
      "20 gulf\n",
      "48 gun\n",
      "81 gunfire\n",
      "18 gunman\n",
      "50 gunmen\n",
      "51 gunned\n",
      "21 guns\n",
      "15 guy\n",
      "21 guys\n",
      "27 haaretz\n",
      "69 hack\n",
      "38 hacked\n",
      "50 hacker\n",
      "150 hackers\n",
      "16 hacking\n",
      "18 hacks\n",
      "17 had\n",
      "20 hague\n",
      "137 hailed\n",
      "22 hair\n",
      "215 haiti\n",
      "58 haitian\n",
      "25 half\n",
      "31 halt\n",
      "302 halted\n",
      "22 halts\n",
      "107 hamas\n",
      "56 hamid\n",
      "15 hand\n",
      "16 handed\n",
      "18 handle\n",
      "85 handling\n",
      "14 hands\n",
      "27 hanged\n",
      "24 hanging\n",
      "14 happen\n",
      "45 happened\n",
      "54 happening\n",
      "41 happens\n",
      "28 happy\n",
      "33 haram\n",
      "37 harassment\n",
      "19 hard\n",
      "102 harm\n",
      "41 harper\n",
      "54 harsh\n",
      "30 harvest\n",
      "26 has\n",
      "23 hasn\n",
      "55 hate\n",
      "22 hatred\n",
      "14 have\n",
      "49 haven\n",
      "137 having\n",
      "257 he\n",
      "31 head\n",
      "31 headed\n",
      "44 heading\n",
      "57 headquarters\n",
      "253 heads\n",
      "29 health\n",
      "18 healthcare\n",
      "25 healthy\n",
      "72 hear\n",
      "27 heard\n",
      "67 hearing\n",
      "30 heart\n",
      "28 heat\n",
      "71 heavily\n",
      "15 heavy\n",
      "14 held\n",
      "14 helicopter\n",
      "14 helicopters\n",
      "195 hell\n",
      "46 help\n",
      "31 helped\n",
      "59 helping\n",
      "353 helps\n",
      "94 her\n",
      "61 here\n",
      "30 heritage\n",
      "49 hero\n",
      "46 heroin\n",
      "45 herself\n",
      "41 hezbollah\n",
      "19 hid\n",
      "51 hidden\n",
      "38 hide\n",
      "48 hiding\n",
      "406 high\n",
      "69 higher\n",
      "94 highest\n",
      "58 highly\n",
      "22 highway\n",
      "19 hijack\n",
      "25 hijacked\n",
      "30 hillary\n",
      "31 him\n",
      "15 himself\n",
      "21 hindu\n",
      "30 hire\n",
      "14 hired\n",
      "14 his\n",
      "66 historic\n",
      "212 history\n",
      "307 hit\n",
      "17 hitchens\n",
      "68 hitler\n",
      "157 hits\n",
      "30 hitting\n",
      "90 hiv\n",
      "17 hoax\n",
      "125 hold\n",
      "60 holding\n",
      "51 holds\n",
      "27 hole\n",
      "30 holiday\n",
      "25 hollande\n",
      "16 hollywood\n",
      "76 holocaust\n",
      "52 holy\n",
      "340 home\n",
      "23 homeland\n",
      "61 homeless\n",
      "165 homes\n",
      "40 homosexual\n",
      "59 homosexuality\n",
      "32 homosexuals\n",
      "41 homs\n",
      "24 honduran\n",
      "71 honduras\n",
      "134 hong\n",
      "42 honor\n",
      "33 honour\n",
      "68 hope\n",
      "49 hopes\n",
      "16 horizon\n",
      "25 horn\n",
      "16 horrible\n",
      "28 horrific\n",
      "23 horror\n",
      "15 hosni\n",
      "34 hospital\n",
      "140 hospitalized\n",
      "18 hospitals\n",
      "37 host\n",
      "49 hostage\n",
      "50 hostages\n",
      "31 hostile\n",
      "17 hot\n",
      "15 hotel\n",
      "32 hour\n",
      "79 hours\n",
      "90 house\n",
      "207 houses\n",
      "215 housing\n",
      "38 how\n",
      "40 however\n",
      "20 hq\n",
      "27 hsbc\n",
      "164 huge\n",
      "59 hugo\n",
      "674 human\n",
      "60 humanitarian\n",
      "67 humanity\n",
      "45 humans\n",
      "275 hundred\n",
      "20 hundreds\n",
      "54 hungarian\n",
      "68 hungary\n",
      "26 hunger\n",
      "67 hungry\n",
      "18 hunt\n",
      "54 hunters\n",
      "42 hunting\n",
      "54 hurt\n",
      "17 husband\n",
      "32 husbands\n",
      "23 hussein\n",
      "28 hypocrisy\n",
      "20 iaea\n",
      "17 ian\n",
      "76 icc\n",
      "171 ice\n",
      "55 iceland\n",
      "39 icelandic\n",
      "72 id\n",
      "43 idea\n",
      "24 identified\n",
      "54 identify\n",
      "99 identity\n",
      "22 idf\n",
      "45 if\n",
      "17 ignore\n",
      "61 ignored\n",
      "18 ignoring\n",
      "24 ii\n",
      "73 iii\n",
      "64 ikea\n",
      "289 il\n",
      "55 ill\n",
      "18 illegal\n",
      "26 illegally\n",
      "40 illicit\n",
      "95 illness\n",
      "15 image\n",
      "18 images\n",
      "68 imam\n",
      "35 imf\n",
      "49 immediate\n",
      "21 immediately\n",
      "50 immigrant\n",
      "57 immigrants\n",
      "24 immigration\n",
      "21 imminent\n",
      "62 immunity\n",
      "21 impact\n",
      "22 implicated\n",
      "62 import\n",
      "32 important\n",
      "39 imports\n",
      "28 impose\n",
      "16 imposed\n",
      "23 imposes\n",
      "29 imposing\n",
      "40 impossible\n",
      "32 imprisoned\n",
      "37 imprisonment\n",
      "56 improve\n",
      "18 in\n",
      "20 inc\n",
      "61 incident\n",
      "32 incidents\n",
      "35 inciting\n",
      "315 include\n",
      "68 included\n",
      "75 includes\n",
      "49 including\n",
      "19 income\n",
      "41 increase\n",
      "70 increased\n",
      "25 increases\n",
      "104 increasing\n",
      "102 increasingly\n",
      "22 incredible\n",
      "720 independence\n",
      "315 independent\n",
      "33 index\n",
      "28 india\n",
      "54 indian\n",
      "18 indians\n",
      "27 indias\n",
      "114 indigenous\n",
      "47 individual\n",
      "46 individuals\n",
      "139 indonesia\n",
      "33 indonesian\n",
      "17 industrial\n",
      "43 industry\n",
      "15 inequality\n",
      "20 infant\n",
      "50 infected\n",
      "15 inflation\n",
      "23 influence\n",
      "16 info\n",
      "174 informant\n",
      "19 information\n",
      "17 infrastructure\n",
      "16 infringement\n",
      "17 inhabitants\n",
      "26 initial\n",
      "131 initiative\n",
      "17 injured\n",
      "16 injuries\n",
      "39 injuring\n",
      "59 inmates\n",
      "16 innocent\n",
      "104 inquest\n",
      "16 inquiry\n",
      "155 insane\n",
      "22 inside\n",
      "23 insider\n",
      "24 insists\n",
      "15 inspectors\n",
      "18 installed\n",
      "118 instead\n",
      "23 institute\n",
      "16 institution\n",
      "33 institutions\n",
      "50 insulting\n",
      "16 insurance\n",
      "19 insurgency\n",
      "15 insurgents\n",
      "28 intel\n",
      "14 intellectual\n",
      "21 intelligence\n",
      "16 intended\n",
      "268 intends\n",
      "25 intercept\n",
      "17 interest\n",
      "15 interested\n",
      "25 interesting\n",
      "19 interests\n",
      "29 interior\n",
      "42 internal\n",
      "46 international\n",
      "34 internet\n",
      "546 interpol\n",
      "607 interrogation\n",
      "27 intervene\n",
      "20 intervention\n",
      "20 interview\n",
      "49 interviews\n",
      "110 into\n",
      "17 introduce\n",
      "34 introduced\n",
      "25 introduces\n",
      "20 invade\n",
      "24 invading\n",
      "16 invasion\n",
      "84 inventor\n",
      "18 investigate\n",
      "62 investigated\n",
      "21 investigating\n",
      "66 investigation\n",
      "193 investigations\n",
      "18 investigators\n",
      "27 investment\n",
      "38 investors\n",
      "27 involved\n",
      "15 involvement\n",
      "90 involving\n",
      "45 ip\n",
      "30 iran\n",
      "23 iranian\n",
      "15 iranians\n",
      "1160 irans\n",
      "372 iraq\n",
      "51 iraqi\n",
      "34 iraqis\n",
      "594 ireland\n",
      "163 irish\n",
      "29 iron\n",
      "192 is\n",
      "168 isi\n",
      "34 isil\n",
      "16 isis\n",
      "24 islam\n",
      "231 islamic\n",
      "170 islamist\n",
      "350 islamists\n",
      "110 island\n",
      "82 islands\n",
      "116 isn\n",
      "85 isnt\n",
      "75 isolated\n",
      "18 isp\n",
      "19 isps\n",
      "34 israel\n",
      "47 israeli\n",
      "1948 israelis\n",
      "1191 israels\n",
      "149 issue\n",
      "36 issued\n",
      "85 issues\n",
      "75 istanbul\n",
      "83 it\n",
      "25 italian\n",
      "160 italy\n",
      "185 items\n",
      "16 its\n",
      "77 itself\n",
      "20 ivory\n",
      "273 jack\n",
      "201 jail\n",
      "15 jailed\n",
      "43 jails\n",
      "17 jamaica\n",
      "61 james\n",
      "18 jan\n",
      "15 january\n",
      "44 japan\n",
      "672 japanese\n",
      "260 japans\n",
      "35 jazeera\n",
      "148 jean\n",
      "16 jerusalem\n",
      "159 jesus\n",
      "22 jet\n",
      "78 jets\n",
      "86 jew\n",
      "22 jewish\n",
      "253 jews\n",
      "172 jihad\n",
      "29 jihadist\n",
      "17 jihadists\n",
      "31 jimmy\n",
      "18 job\n",
      "113 jobless\n",
      "16 jobs\n",
      "82 john\n",
      "76 join\n",
      "135 joined\n",
      "26 joining\n",
      "30 joins\n",
      "45 joint\n",
      "56 joke\n",
      "25 jong\n",
      "156 jordan\n",
      "67 journal\n",
      "19 journalism\n",
      "26 journalist\n",
      "170 journalists\n",
      "202 jpmorgan\n",
      "22 juan\n",
      "16 juarez\n",
      "22 judge\n",
      "156 judges\n",
      "37 judicial\n",
      "21 julia\n",
      "18 julian\n",
      "166 july\n",
      "47 jumps\n",
      "19 june\n",
      "54 jungle\n",
      "18 junk\n",
      "22 jury\n",
      "16 just\n",
      "552 justice\n",
      "148 justified\n",
      "22 justify\n",
      "16 kabul\n",
      "37 karzai\n",
      "49 kashmir\n",
      "19 kazakhstan\n",
      "21 keep\n",
      "31 keeping\n",
      "23 keeps\n",
      "70 kenya\n",
      "21 kenyan\n",
      "64 kept\n",
      "39 kerry\n",
      "22 kevin\n",
      "109 key\n",
      "16 kgb\n",
      "24 khamenei\n",
      "22 ki\n",
      "22 kick\n",
      "22 kicked\n",
      "19 kid\n",
      "22 kidnap\n",
      "86 kidnapped\n",
      "45 kidnapping\n",
      "15 kids\n",
      "72 kiev\n",
      "56 kill\n",
      "355 killed\n",
      "1083 killer\n",
      "72 killers\n",
      "24 killing\n",
      "369 killings\n",
      "108 kills\n",
      "260 kim\n",
      "15 kind\n",
      "232 king\n",
      "65 kingdom\n",
      "118 km\n",
      "52 knew\n",
      "26 knife\n",
      "47 know\n",
      "24 knowledge\n",
      "15 known\n",
      "219 knows\n",
      "35 kong\n",
      "122 koran\n",
      "24 korea\n",
      "130 korean\n",
      "22 koreans\n",
      "1012 koreas\n",
      "353 kosovo\n",
      "43 kremlin\n",
      "16 kurdish\n",
      "28 kurds\n",
      "41 kuwait\n",
      "62 kyi\n",
      "36 kyrgyzstan\n",
      "31 la\n",
      "28 labels\n",
      "23 labor\n",
      "23 labour\n",
      "16 lack\n",
      "69 laden\n",
      "58 lady\n",
      "59 lake\n",
      "128 lama\n",
      "23 land\n",
      "14 landing\n",
      "32 landmark\n",
      "50 lands\n",
      "270 language\n",
      "36 lanka\n",
      "34 lankan\n",
      "33 large\n",
      "68 largely\n",
      "64 larger\n",
      "44 largest\n",
      "15 lashes\n",
      "144 last\n",
      "23 late\n",
      "22 later\n",
      "293 latest\n",
      "47 latin\n",
      "58 launch\n",
      "102 launched\n",
      "148 launches\n",
      "70 launching\n",
      "140 laundering\n",
      "102 laureate\n",
      "101 law\n",
      "17 lawmaker\n",
      "29 lawmakers\n",
      "22 laws\n",
      "741 lawsuit\n",
      "28 lawyer\n",
      "39 lawyers\n",
      "231 lead\n",
      "54 leader\n",
      "100 leaders\n",
      "61 leadership\n",
      "15 leading\n",
      "106 leads\n",
      "489 leaflets\n",
      "244 league\n",
      "44 leak\n",
      "115 leaked\n",
      "54 leaker\n",
      "18 leaking\n",
      "30 leaks\n",
      "92 learn\n",
      "130 learned\n",
      "17 learning\n",
      "47 least\n",
      "79 leave\n",
      "35 leaves\n",
      "17 leaving\n",
      "27 lebanese\n",
      "184 lebanon\n",
      "66 led\n",
      "84 lee\n",
      "38 left\n",
      "106 legal\n",
      "136 legalise\n",
      "16 legalization\n",
      "236 legalize\n",
      "15 legalized\n",
      "243 legalizing\n",
      "19 legally\n",
      "51 legislation\n",
      "46 legitimate\n",
      "17 leone\n",
      "26 lesbian\n",
      "26 less\n",
      "85 lessons\n",
      "27 let\n",
      "14 lets\n",
      "24 letter\n",
      "25 letters\n",
      "16 level\n",
      "134 levels\n",
      "14 lgbt\n",
      "27 libel\n",
      "99 liberal\n",
      "24 liberia\n",
      "118 liberties\n",
      "87 libor\n",
      "25 library\n",
      "15 libya\n",
      "17 libyan\n",
      "40 libyans\n",
      "32 license\n",
      "22 lie\n",
      "14 lieberman\n",
      "40 lied\n",
      "24 lies\n",
      "263 life\n",
      "175 lift\n",
      "18 lifted\n",
      "18 lifts\n",
      "36 light\n",
      "22 like\n",
      "28 likely\n",
      "50 limit\n",
      "392 limits\n",
      "26 line\n",
      "18 lines\n",
      "16 link\n",
      "89 linked\n",
      "491 links\n",
      "171 list\n",
      "38 listen\n",
      "34 lithuania\n",
      "90 little\n",
      "38 liu\n",
      "81 live\n",
      "102 lived\n",
      "15 lives\n",
      "64 living\n",
      "126 ll\n",
      "25 loan\n",
      "15 loans\n",
      "25 lobby\n",
      "120 local\n",
      "17 locals\n",
      "280 location\n",
      "27 locked\n",
      "140 lockerbie\n",
      "145 logging\n",
      "15 logs\n",
      "91 london\n",
      "28 long\n",
      "26 longer\n",
      "31 longest\n",
      "15 look\n",
      "172 looking\n",
      "19 looks\n",
      "15 loose\n",
      "17 lord\n",
      "41 lords\n",
      "22 lose\n",
      "19 loses\n",
      "25 losing\n",
      "338 loss\n",
      "15 losses\n",
      "280 lost\n",
      "160 lot\n",
      "25 lots\n",
      "112 love\n",
      "70 low\n",
      "62 lower\n",
      "18 lowest\n",
      "50 lulzsec\n",
      "18 luxury\n",
      "71 lying\n",
      "76 machine\n",
      "68 made\n",
      "51 madrid\n",
      "25 mafia\n",
      "185 magazine\n",
      "50 magnitude\n",
      "20 mahmoud\n",
      "70 maid\n",
      "108 mail\n",
      "39 main\n",
      "31 mainland\n",
      "16 mainly\n",
      "35 mainstream\n",
      "26 maintain\n",
      "37 major\n",
      "32 majority\n",
      "54 make\n",
      "43 maker\n",
      "15 makers\n",
      "76 makes\n",
      "49 making\n",
      "16 malala\n",
      "47 malaria\n",
      "84 malaysia\n",
      "22 malaysian\n",
      "20 male\n",
      "21 mali\n",
      "23 mall\n",
      "261 man\n",
      "84 manager\n",
      "348 mandatory\n",
      "29 mandela\n",
      "19 manipulation\n",
      "157 manned\n",
      "187 manning\n",
      "25 manslaughter\n",
      "25 manufacturer\n",
      "49 manufacturing\n",
      "46 manuscripts\n",
      "56 many\n",
      "77 map\n",
      "16 maps\n",
      "15 marathon\n",
      "834 march\n",
      "15 marched\n",
      "20 marijuana\n",
      "30 marine\n",
      "17 marines\n",
      "23 maritime\n",
      "16 mark\n",
      "35 marked\n",
      "20 market\n",
      "21 markets\n",
      "15 marriage\n",
      "20 marriages\n",
      "18 married\n",
      "71 marry\n",
      "18 mars\n",
      "17 mart\n",
      "146 martial\n",
      "21 martin\n",
      "14 mask\n",
      "169 masked\n",
      "43 mass\n",
      "35 massacre\n",
      "18 massacred\n",
      "47 massive\n",
      "18 mastercard\n",
      "135 match\n",
      "52 material\n",
      "15 materials\n",
      "173 matter\n",
      "24 matters\n",
      "43 maximum\n",
      "47 may\n",
      "68 maybe\n",
      "20 mayor\n",
      "16 mcdonald\n",
      "17 me\n",
      "18 mean\n",
      "22 meaning\n",
      "15 means\n",
      "298 meant\n",
      "176 meanwhile\n",
      "16 measure\n",
      "202 measures\n",
      "17 meat\n",
      "25 medal\n",
      "46 media\n",
      "21 medical\n",
      "43 medicine\n",
      "16 medieval\n",
      "22 mediterranean\n",
      "19 medvedev\n",
      "121 meet\n",
      "27 meeting\n",
      "28 meetings\n",
      "18 meets\n",
      "102 mega\n",
      "22 megaupload\n",
      "24 melbourne\n",
      "77 meltdown\n",
      "75 member\n",
      "17 members\n",
      "384 membership\n",
      "121 memorial\n",
      "44 memory\n",
      "19 men\n",
      "23 mental\n",
      "49 mentally\n",
      "87 mention\n",
      "102 mercenaries\n",
      "15 merely\n",
      "24 merkel\n",
      "19 mess\n",
      "25 message\n",
      "21 messages\n",
      "35 met\n",
      "149 metal\n",
      "204 metals\n",
      "44 meth\n",
      "24 methane\n",
      "16 methods\n",
      "433 metres\n",
      "38 metropolitan\n",
      "26 mexican\n",
      "21 mexicans\n",
      "15 mexico\n",
      "18 mh17\n",
      "86 mh370\n",
      "15 mi5\n",
      "91 mi6\n",
      "48 michael\n",
      "54 microsoft\n",
      "34 mid\n",
      "19 middle\n",
      "18 mideast\n",
      "16 might\n",
      "15 migrant\n",
      "19 migrants\n",
      "18 mile\n",
      "248 miles\n",
      "28 militant\n",
      "500 militants\n",
      "25 military\n",
      "33 militia\n",
      "36 militias\n",
      "34 milk\n",
      "39 million\n",
      "48 millionaire\n",
      "35 millions\n",
      "225 mind\n",
      "25 mine\n",
      "41 miners\n",
      "43 mines\n",
      "24 minimum\n",
      "79 mining\n",
      "53 minister\n",
      "156 ministers\n",
      "928 ministry\n",
      "25 minor\n",
      "21 minorities\n",
      "49 minority\n",
      "658 minors\n",
      "16 minute\n",
      "189 minutes\n",
      "33 miranda\n",
      "53 misleading\n",
      "26 miss\n",
      "41 missile\n",
      "69 missiles\n",
      "823 missing\n",
      "52 mission\n",
      "105 missions\n",
      "17 mistake\n",
      "21 mistakenly\n",
      "38 mistakes\n",
      "15 mob\n",
      "26 mobile\n",
      "72 mobs\n",
      "23 model\n",
      "16 models\n",
      "22 moderate\n",
      "199 modern\n",
      "124 modified\n",
      "195 mohamed\n",
      "109 mohammad\n",
      "17 mohammed\n",
      "39 mom\n",
      "15 moment\n",
      "15 monarchy\n",
      "47 monday\n",
      "68 monetary\n",
      "15 money\n",
      "45 mongolia\n",
      "17 monitor\n",
      "19 monitored\n",
      "79 monitoring\n",
      "23 monitors\n",
      "34 monk\n",
      "16 monks\n",
      "35 monopoly\n",
      "15 monsanto\n",
      "46 monster\n",
      "23 month\n",
      "185 months\n",
      "18 montreal\n",
      "295 moon\n",
      "19 moral\n",
      "42 morales\n",
      "15 more\n",
      "32 morgan\n",
      "16 morning\n",
      "20 morocco\n",
      "17 morsi\n",
      "20 mortar\n",
      "51 moscow\n",
      "16 mosque\n",
      "229 mossad\n",
      "271 most\n",
      "33 mostly\n",
      "68 mosul\n",
      "38 mother\n",
      "27 mothers\n",
      "15 motivated\n",
      "25 mount\n",
      "52 mountain\n",
      "28 mountains\n",
      "41 mounted\n",
      "22 mounting\n",
      "224 mounts\n",
      "93 move\n",
      "54 moved\n",
      "20 movement\n",
      "122 movements\n",
      "25 moves\n",
      "19 movie\n",
      "30 moving\n",
      "36 mp\n",
      "18 mps\n",
      "16 mr\n",
      "24 muammar\n",
      "18 mubarak\n",
      "14 much\n",
      "35 mugabe\n",
      "89 muhammad\n",
      "19 multi\n",
      "79 multiple\n",
      "36 mumbai\n",
      "63 murder\n",
      "107 murdered\n",
      "65 murderer\n",
      "58 murdering\n",
      "15 murders\n",
      "38 murdoch\n",
      "127 murdochs\n",
      "55 museum\n",
      "27 music\n",
      "22 muslim\n",
      "36 muslims\n",
      "85 must\n",
      "239 mutilation\n",
      "102 my\n",
      "21 myanmar\n",
      "27 mysterious\n",
      "44 mystery\n",
      "166 myth\n",
      "19 naked\n",
      "37 name\n",
      "68 named\n",
      "404 names\n",
      "222 nasa\n",
      "28 nation\n",
      "40 national\n",
      "38 nationals\n",
      "59 nations\n",
      "17 nationwide\n",
      "47 native\n",
      "53 nato\n",
      "90 natural\n",
      "67 nature\n",
      "220 naval\n",
      "323 navy\n",
      "18 nazi\n",
      "257 nazis\n",
      "23 near\n",
      "30 nearby\n",
      "314 nearly\n",
      "81 nears\n",
      "45 necessary\n",
      "45 need\n",
      "131 needed\n",
      "116 needs\n",
      "56 negative\n",
      "315 negotiations\n",
      "26 neighbors\n",
      "211 neither\n",
      "20 neo\n",
      "27 nepal\n",
      "180 net\n",
      "36 netanyahu\n",
      "80 netherlands\n",
      "26 network\n",
      "15 networks\n",
      "34 neutrality\n",
      "21 never\n",
      "67 new\n",
      "29 newly\n",
      "79 news\n",
      "131 newspaper\n",
      "78 newspapers\n",
      "126 next\n",
      "34 nhs\n",
      "35 nick\n",
      "1871 nicolas\n",
      "56 niger\n",
      "893 nigeria\n",
      "155 nigerian\n",
      "42 night\n",
      "30 nightmare\n",
      "15 nine\n",
      "20 no\n",
      "43 nobel\n",
      "19 nobody\n",
      "138 non\n",
      "68 none\n",
      "118 nor\n",
      "22 normal\n",
      "140 north\n",
      "145 northern\n",
      "19 northwest\n",
      "1061 norway\n",
      "197 norwegian\n",
      "20 not\n",
      "173 note\n",
      "104 notes\n",
      "21 nothing\n",
      "16 notice\n",
      "22 notorious\n",
      "26 november\n",
      "34 now\n",
      "18 npr\n",
      "319 nsa\n",
      "30 nsfw\n",
      "858 nuclear\n",
      "32 nuke\n",
      "28 nukes\n",
      "182 number\n",
      "60 numbers\n",
      "25 nurse\n",
      "21 ny\n",
      "15 nyt\n",
      "48 nytimes\n",
      "49 nz\n",
      "407 obama\n",
      "23 obesity\n",
      "24 observers\n",
      "22 obtain\n",
      "23 obtained\n",
      "56 occupation\n",
      "65 occupied\n",
      "58 occupy\n",
      "91 ocean\n",
      "23 oceans\n",
      "33 october\n",
      "16 oecd\n",
      "20 of\n",
      "24 off\n",
      "14 offences\n",
      "94 offenders\n",
      "59 offensive\n",
      "69 offer\n",
      "23 offered\n",
      "76 offering\n",
      "140 offers\n",
      "155 office\n",
      "179 officer\n",
      "44 officers\n",
      "366 offices\n",
      "68 official\n",
      "465 officially\n",
      "43 officials\n",
      "22 offshore\n",
      "690 often\n",
      "27 oh\n",
      "20 oil\n",
      "737 ok\n",
      "55 okinawa\n",
      "21 old\n",
      "69 oldest\n",
      "100 olive\n",
      "18 olympic\n",
      "50 olympics\n",
      "26 omar\n",
      "19 on\n",
      "224 once\n",
      "35 one\n",
      "25 ones\n",
      "16 ongoing\n",
      "211 onion\n",
      "58 online\n",
      "45 only\n",
      "24 ontario\n",
      "55 onto\n",
      "37 op\n",
      "123 opec\n",
      "88 open\n",
      "23 opened\n",
      "44 opening\n",
      "23 openly\n",
      "38 opens\n",
      "22 operating\n",
      "31 operation\n",
      "36 operations\n",
      "18 operator\n",
      "26 opinion\n",
      "240 opium\n",
      "27 opponents\n",
      "18 opportunity\n",
      "20 oppose\n",
      "24 opposed\n",
      "178 opposes\n",
      "169 opposing\n",
      "17 opposition\n",
      "153 option\n",
      "30 options\n",
      "23 or\n",
      "35 orange\n",
      "20 orbit\n",
      "23 order\n",
      "80 ordered\n",
      "39 ordering\n",
      "42 orders\n",
      "32 ordinary\n",
      "19 organ\n",
      "26 organisation\n",
      "60 organisations\n",
      "71 organised\n",
      "35 organization\n",
      "36 organizations\n",
      "23 organized\n",
      "15 organs\n",
      "25 origin\n",
      "88 original\n",
      "20 orthodox\n",
      "80 osama\n",
      "26 oslo\n",
      "148 ossetia\n",
      "15 other\n",
      "18 others\n",
      "45 otherwise\n",
      "20 ottawa\n",
      "15 our\n",
      "19 oust\n",
      "59 ousted\n",
      "60 out\n",
      "36 outbreak\n",
      "17 outcry\n",
      "18 outrage\n",
      "83 outraged\n",
      "22 outside\n",
      "36 over\n",
      "27 overnight\n",
      "54 overseas\n",
      "20 overthrow\n",
      "111 overwhelmingly\n",
      "30 own\n",
      "15 owned\n",
      "17 owner\n",
      "665 owners\n",
      "214 owns\n",
      "18 pace\n",
      "40 pacific\n",
      "93 package\n",
      "562 pact\n",
      "336 paedophile\n",
      "16 page\n",
      "22 pages\n",
      "20 paid\n",
      "50 pain\n",
      "20 painted\n",
      "31 painting\n",
      "68 pakistan\n",
      "34 pakistani\n",
      "22 pakistanis\n",
      "24 palace\n",
      "14 palestine\n",
      "16 palestinian\n",
      "131 palestinians\n",
      "92 palm\n",
      "98 panama\n",
      "16 pandemic\n",
      "14 panel\n",
      "362 panels\n",
      "38 panic\n",
      "15 paper\n",
      "64 papers\n",
      "35 papua\n",
      "21 parade\n",
      "26 paralyzed\n",
      "87 parents\n",
      "432 paris\n",
      "49 park\n",
      "89 parking\n",
      "33 parliament\n",
      "84 parliamentary\n",
      "101 part\n",
      "29 particular\n",
      "32 parties\n",
      "33 partner\n",
      "189 partners\n",
      "31 partnership\n",
      "33 parts\n",
      "28 party\n",
      "81 pass\n",
      "16 passed\n",
      "23 passenger\n",
      "24 passengers\n",
      "21 passes\n",
      "321 passing\n",
      "72 passport\n",
      "26 passports\n",
      "38 past\n",
      "18 patent\n",
      "39 path\n",
      "16 patient\n",
      "319 patients\n",
      "63 patriot\n",
      "20 patrol\n",
      "22 paul\n",
      "31 paulo\n",
      "14 pay\n",
      "15 paying\n",
      "75 payment\n",
      "23 payments\n",
      "26 paypal\n",
      "15 pays\n",
      "56 pdf\n",
      "1555 peace\n",
      "29 peaceful\n",
      "207 peacekeepers\n",
      "25 peak\n",
      "15 pedophile\n",
      "22 penalties\n",
      "30 penalty\n",
      "22 peninsula\n",
      "35 pension\n",
      "14 pensions\n",
      "15 pentagon\n",
      "16 people\n",
      "27 peoples\n",
      "22 per\n",
      "100 percent\n",
      "101 perfect\n",
      "24 perform\n",
      "15 perhaps\n",
      "69 period\n",
      "17 permanent\n",
      "23 permanently\n",
      "16 permission\n",
      "25 permits\n",
      "32 permitted\n",
      "23 persecution\n",
      "28 persian\n",
      "35 person\n",
      "98 personal\n",
      "210 personnel\n",
      "46 perspective\n",
      "25 peru\n",
      "68 peruvian\n",
      "16 pesticides\n",
      "30 pet\n",
      "24 peter\n",
      "149 petition\n",
      "22 petrol\n",
      "31 phase\n",
      "25 philippine\n",
      "15 philippines\n",
      "99 phone\n",
      "74 phones\n",
      "95 phosphorus\n",
      "38 photo\n",
      "22 photograph\n",
      "19 photographer\n",
      "29 photographs\n",
      "16 photos\n",
      "44 physical\n",
      "29 pic\n",
      "15 pick\n",
      "68 picked\n",
      "85 pics\n",
      "224 picture\n",
      "128 pictures\n",
      "157 piece\n",
      "30 pieces\n",
      "49 pig\n",
      "24 pigs\n",
      "16 pile\n",
      "274 pilot\n",
      "202 pilots\n",
      "51 pipeline\n",
      "57 piracy\n",
      "14 pirate\n",
      "85 pirates\n",
      "99 place\n",
      "330 placed\n",
      "234 places\n",
      "15 plague\n",
      "21 plain\n",
      "72 plan\n",
      "49 plane\n",
      "23 planes\n",
      "41 planet\n",
      "20 planned\n",
      "26 planning\n",
      "28 plans\n",
      "16 plant\n",
      "30 planting\n",
      "14 plants\n",
      "42 plastic\n",
      "16 platform\n",
      "31 play\n",
      "16 played\n",
      "15 players\n",
      "81 playing\n",
      "31 plays\n",
      "14 plea\n",
      "278 please\n",
      "67 pledge\n",
      "37 pledged\n",
      "14 pledges\n",
      "80 plenty\n",
      "27 plight\n",
      "22 plot\n",
      "14 plotting\n",
      "25 pm\n",
      "47 poachers\n",
      "107 poaching\n",
      "25 point\n",
      "1666 points\n",
      "42 poised\n",
      "25 poisoned\n",
      "73 poisoning\n",
      "212 poland\n",
      "52 polar\n",
      "72 police\n",
      "324 policeman\n",
      "20 policemen\n",
      "84 policies\n",
      "126 policy\n",
      "67 polio\n",
      "105 polish\n",
      "23 political\n",
      "23 politically\n",
      "91 politician\n",
      "24 politicians\n",
      "162 politics\n",
      "37 poll\n",
      "15 polls\n",
      "270 polluted\n",
      "71 pollution\n",
      "215 pool\n",
      "17 poor\n",
      "107 poorest\n",
      "46 pop\n",
      "47 pope\n",
      "53 popular\n",
      "20 population\n",
      "18 populations\n",
      "18 porn\n",
      "38 pornography\n",
      "16 port\n",
      "26 portugal\n",
      "36 pose\n",
      "28 poses\n",
      "138 posing\n",
      "50 position\n",
      "183 positions\n",
      "30 positive\n",
      "20 possession\n",
      "18 possibility\n",
      "15 possible\n",
      "36 possibly\n",
      "51 post\n",
      "77 posted\n",
      "41 poster\n",
      "20 posting\n",
      "36 posts\n",
      "76 pot\n",
      "488 potential\n",
      "22 potentially\n",
      "99 pound\n",
      "86 pounds\n",
      "22 poverty\n",
      "57 power\n",
      "24 powered\n",
      "18 powerful\n",
      "43 powers\n",
      "18 pr\n",
      "59 practice\n",
      "36 practices\n",
      "42 prayer\n",
      "55 pre\n",
      "50 predicted\n",
      "68 pregnant\n",
      "45 premier\n",
      "31 prepare\n",
      "20 prepared\n",
      "17 prepares\n",
      "15 preparing\n",
      "29 presence\n",
      "1123 present\n",
      "116 presented\n",
      "17 preserve\n",
      "137 preserved\n",
      "115 presidency\n",
      "28 president\n",
      "113 presidential\n",
      "28 presidents\n",
      "29 press\n",
      "27 pressure\n",
      "69 pretty\n",
      "130 prevent\n",
      "105 prevented\n",
      "28 preventing\n",
      "68 previous\n",
      "66 previously\n",
      "22 price\n",
      "431 prices\n",
      "50 pride\n",
      "19 priest\n",
      "15 priests\n",
      "19 primary\n",
      "382 prime\n",
      "48 prince\n",
      "111 princess\n",
      "27 prior\n",
      "101 prison\n",
      "144 prisoner\n",
      "136 prisoners\n",
      "211 prisons\n",
      "41 privacy\n",
      "113 private\n",
      "119 prize\n",
      "78 pro\n",
      "72 probably\n",
      "44 probe\n",
      "30 problem\n",
      "23 problems\n",
      "15 process\n",
      "20 produce\n",
      "19 produced\n",
      "62 producer\n",
      "64 producing\n",
      "53 product\n",
      "23 production\n",
      "46 products\n",
      "38 professor\n",
      "138 profile\n",
      "50 profit\n",
      "25 profits\n",
      "26 program\n",
      "98 programme\n",
      "28 programs\n",
      "47 progress\n",
      "27 project\n",
      "29 projects\n",
      "44 prominent\n",
      "28 promise\n",
      "23 promised\n",
      "21 promises\n",
      "44 promote\n",
      "76 promoting\n",
      "16 prompting\n",
      "16 proof\n",
      "69 propaganda\n",
      "46 proper\n",
      "63 properly\n",
      "16 property\n",
      "83 prophet\n",
      "53 proposal\n",
      "27 proposals\n",
      "19 proposed\n",
      "43 proposes\n",
      "36 prosecute\n",
      "50 prosecuted\n",
      "36 prosecution\n",
      "46 prosecutor\n",
      "165 prosecutors\n",
      "47 prostitutes\n",
      "26 prostitution\n",
      "75 protect\n",
      "531 protected\n",
      "55 protecting\n",
      "518 protection\n",
      "73 protest\n",
      "55 protester\n",
      "491 protesters\n",
      "46 protesting\n",
      "26 protestors\n",
      "61 protests\n",
      "22 prove\n",
      "17 proves\n",
      "26 provide\n",
      "26 provided\n",
      "57 providers\n",
      "436 provides\n",
      "17 providing\n",
      "36 province\n",
      "33 public\n",
      "79 publication\n",
      "26 publicly\n",
      "28 publish\n",
      "37 published\n",
      "21 publishes\n",
      "25 publishing\n",
      "32 pull\n",
      "24 pulled\n",
      "47 pulls\n",
      "23 punish\n",
      "16 punished\n",
      "16 punishment\n",
      "81 pupils\n",
      "37 purpose\n",
      "34 purposes\n",
      "40 push\n",
      "39 pushed\n",
      "406 pushes\n",
      "56 pushing\n",
      "51 pussy\n",
      "34 put\n",
      "18 putin\n",
      "32 puts\n",
      "145 putting\n",
      "58 pyongyang\n",
      "71 pyramid\n",
      "93 qaddafi\n",
      "26 qaeda\n",
      "38 qaida\n",
      "45 qatar\n",
      "41 quake\n",
      "26 quality\n",
      "15 quarter\n",
      "52 quebec\n",
      "24 queen\n",
      "18 queensland\n",
      "72 question\n",
      "24 questioned\n",
      "18 questioning\n",
      "34 questions\n",
      "48 quickly\n",
      "27 quiet\n",
      "33 quietly\n",
      "19 quit\n",
      "20 quite\n",
      "15 quits\n",
      "62 quoted\n",
      "15 rabbi\n",
      "42 race\n",
      "56 racism\n",
      "15 racist\n",
      "116 radiation\n",
      "66 radical\n",
      "68 radio\n",
      "78 radioactive\n",
      "33 rage\n",
      "171 raid\n",
      "29 raided\n",
      "37 raids\n",
      "31 rail\n",
      "24 railway\n",
      "32 rain\n",
      "34 rainforest\n",
      "79 raise\n",
      "51 raised\n",
      "59 raises\n",
      "40 raising\n",
      "27 rallies\n",
      "97 rally\n",
      "23 rampant\n",
      "30 ran\n",
      "78 range\n",
      "20 ranking\n",
      "15 ransom\n",
      "19 rape\n",
      "294 raped\n",
      "165 rapes\n",
      "29 rapid\n",
      "17 rapidly\n",
      "16 raping\n",
      "34 rapist\n",
      "33 rapists\n",
      "27 rare\n",
      "95 rate\n",
      "127 rates\n",
      "64 rather\n",
      "35 rating\n",
      "21 ratings\n",
      "23 raw\n",
      "15 re\n",
      "72 reach\n",
      "56 reached\n",
      "43 reaches\n",
      "26 reaching\n",
      "20 reaction\n",
      "89 reactor\n",
      "52 reactors\n",
      "59 read\n",
      "16 readers\n",
      "24 reading\n",
      "155 ready\n",
      "169 real\n",
      "40 reality\n",
      "110 really\n",
      "71 reason\n",
      "37 reasons\n",
      "22 rebekah\n",
      "91 rebel\n",
      "18 rebellion\n",
      "324 rebels\n",
      "17 recall\n",
      "55 receive\n",
      "83 received\n",
      "26 receives\n",
      "23 receiving\n",
      "144 recent\n",
      "68 recently\n",
      "18 recep\n",
      "65 recession\n",
      "14 recognition\n",
      "39 recognize\n",
      "44 recognizes\n",
      "14 reconstruction\n",
      "21 record\n",
      "17 recorded\n",
      "219 recording\n",
      "56 records\n",
      "33 recovered\n",
      "67 recruits\n",
      "16 red\n",
      "15 reddit\n",
      "16 reduce\n",
      "123 reef\n",
      "76 referendum\n",
      "15 reform\n",
      "47 reforms\n",
      "15 refugee\n",
      "15 refugees\n",
      "57 refusal\n",
      "79 refuse\n",
      "77 refused\n",
      "40 refuses\n",
      "15 refusing\n",
      "28 regarding\n",
      "76 regime\n",
      "25 regimes\n",
      "75 region\n",
      "83 regional\n",
      "112 regions\n",
      "63 register\n",
      "32 registered\n",
      "190 regular\n",
      "20 regularly\n",
      "155 regulation\n",
      "30 regulators\n",
      "25 reject\n",
      "21 rejected\n",
      "16 rejects\n",
      "23 related\n",
      "16 relations\n",
      "14 relationship\n",
      "23 relatives\n",
      "20 release\n",
      "32 released\n",
      "67 releases\n",
      "89 relief\n",
      "63 religion\n",
      "57 religious\n",
      "25 remain\n",
      "27 remaining\n",
      "147 remains\n",
      "178 remarkable\n",
      "69 remarks\n",
      "33 remember\n",
      "74 remote\n",
      "188 removal\n",
      "66 remove\n",
      "19 removed\n",
      "78 removes\n",
      "18 removing\n",
      "23 rendition\n",
      "65 renewable\n",
      "40 repeat\n",
      "18 repeatedly\n",
      "88 replace\n",
      "52 replaced\n",
      "19 report\n",
      "24 reported\n",
      "27 reportedly\n",
      "54 reporter\n",
      "15 reporters\n",
      "16 reporting\n",
      "34 reports\n",
      "33 represent\n",
      "17 repression\n",
      "653 republic\n",
      "198 reputation\n",
      "106 request\n",
      "75 requests\n",
      "48 require\n",
      "72 required\n",
      "229 requiring\n",
      "17 rescue\n",
      "15 rescued\n",
      "19 research\n",
      "90 researchers\n",
      "22 reserve\n",
      "74 reserves\n",
      "24 resident\n",
      "34 residents\n",
      "27 resign\n",
      "22 resignation\n",
      "65 resigned\n",
      "45 resigns\n",
      "105 resistance\n",
      "81 resistant\n",
      "48 resolution\n",
      "50 resort\n",
      "21 resources\n",
      "125 respect\n",
      "59 respond\n",
      "34 responds\n",
      "24 response\n",
      "49 responsibility\n",
      "46 responsible\n",
      "25 rest\n",
      "60 restaurant\n",
      "31 restaurants\n",
      "62 restore\n",
      "35 restrict\n",
      "38 restrictions\n",
      "17 result\n",
      "125 results\n",
      "33 retaliation\n",
      "70 retired\n",
      "69 retirement\n",
      "23 return\n",
      "16 returned\n",
      "23 returning\n",
      "19 returns\n",
      "31 reuters\n",
      "90 reveal\n",
      "69 revealed\n",
      "32 revealing\n",
      "22 reveals\n",
      "20 revelations\n",
      "159 revenge\n",
      "39 reverse\n",
      "30 review\n",
      "47 revolt\n",
      "121 revolution\n",
      "132 revolutionary\n",
      "145 rhetoric\n",
      "32 rhino\n",
      "142 rhinos\n",
      "60 rica\n",
      "26 rice\n",
      "18 rich\n",
      "51 richard\n",
      "47 richest\n",
      "126 rid\n",
      "26 rifle\n",
      "19 rig\n",
      "58 right\n",
      "33 rights\n",
      "22 ring\n",
      "32 rio\n",
      "137 riot\n",
      "43 rioters\n",
      "61 riots\n",
      "23 rip\n",
      "15 rise\n",
      "21 rises\n",
      "472 rising\n",
      "709 risk\n",
      "50 risks\n",
      "40 rival\n",
      "141 rivals\n",
      "35 river\n",
      "153 rivers\n",
      "20 road\n",
      "192 roads\n",
      "42 rob\n",
      "96 robbers\n",
      "119 robert\n",
      "56 robots\n",
      "36 rock\n",
      "24 rocket\n",
      "59 rockets\n",
      "18 rocks\n",
      "71 rods\n",
      "26 rogue\n",
      "22 role\n",
      "17 roll\n",
      "57 roma\n",
      "18 roman\n",
      "53 romania\n",
      "114 romanian\n",
      "65 rome\n",
      "48 room\n",
      "16 rooms\n",
      "27 roots\n",
      "136 roughly\n",
      "17 round\n",
      "15 route\n",
      "48 rover\n",
      "57 row\n",
      "41 royal\n",
      "22 rt\n",
      "35 rubber\n",
      "48 ruble\n",
      "15 rudd\n",
      "15 ruins\n",
      "15 rule\n",
      "22 ruled\n",
      "39 rulers\n",
      "23 rules\n",
      "21 ruling\n",
      "108 rumors\n",
      "83 run\n",
      "26 running\n",
      "16 runs\n",
      "15 rupert\n",
      "22 rural\n",
      "17 rush\n",
      "15 russia\n",
      "23 russian\n",
      "97 russians\n",
      "104 russias\n",
      "28 rwanda\n",
      "224 rwandan\n",
      "148 sabotage\n",
      "17 sachs\n",
      "244 sacked\n",
      "128 saddam\n",
      "44 safe\n",
      "74 safety\n",
      "40 said\n",
      "19 sail\n",
      "1325 salaries\n",
      "906 salary\n",
      "90 sale\n",
      "49 sales\n",
      "22 salvador\n",
      "19 same\n",
      "21 samples\n",
      "34 samsung\n",
      "31 san\n",
      "15 sanctions\n",
      "46 sands\n",
      "77 sank\n",
      "70 sarkozy\n",
      "885 satellite\n",
      "17 satellites\n",
      "18 saturday\n",
      "17 saudi\n",
      "73 saudis\n",
      "58 save\n",
      "19 saved\n",
      "17 saves\n",
      "16 saving\n",
      "34 savings\n",
      "186 saw\n",
      "15 say\n",
      "38 saying\n",
      "16 says\n",
      "91 scale\n",
      "94 scam\n",
      "26 scandal\n",
      "43 scandals\n",
      "455 scanners\n",
      "30 scare\n",
      "149 scared\n",
      "43 scene\n",
      "22 scenes\n",
      "48 scheduled\n",
      "17 scheme\n",
      "61 school\n",
      "659 schoolgirl\n",
      "197 schoolgirls\n",
      "1841 schools\n",
      "81 science\n",
      "23 scientific\n",
      "185 scientist\n",
      "22 scientists\n",
      "26 scientology\n",
      "21 scores\n",
      "21 scotland\n",
      "23 scottish\n",
      "22 scrap\n",
      "20 scrapped\n",
      "41 screen\n",
      "287 scrutiny\n",
      "21 sea\n",
      "19 seal\n",
      "116 seals\n",
      "70 search\n",
      "50 seas\n",
      "69 seat\n",
      "239 seats\n",
      "60 second\n",
      "38 secrecy\n",
      "112 secret\n",
      "53 secretary\n",
      "22 secretive\n",
      "16 secretly\n",
      "19 secrets\n",
      "18 sectarian\n",
      "276 section\n",
      "30 sector\n",
      "18 secular\n",
      "108 secure\n",
      "18 security\n",
      "31 see\n",
      "25 seeds\n",
      "228 seeing\n",
      "24 seek\n",
      "390 seekers\n",
      "96 seeking\n",
      "17 seeks\n",
      "59 seem\n",
      "61 seems\n",
      "15 seen\n",
      "16 sees\n",
      "32 seize\n",
      "33 seized\n",
      "32 seizes\n",
      "506 seizure\n",
      "18 self\n",
      "29 sell\n",
      "89 selling\n",
      "23 sells\n",
      "58 semitism\n",
      "94 senate\n",
      "188 senator\n",
      "57 send\n",
      "80 sending\n",
      "112 sends\n",
      "40 senior\n",
      "18 sense\n",
      "121 sensitive\n",
      "91 sent\n",
      "88 sentence\n",
      "24 sentenced\n",
      "18 sentences\n",
      "57 seoul\n",
      "21 separate\n",
      "123 separatist\n",
      "97 separatists\n",
      "75 sept\n",
      "156 september\n",
      "34 serbia\n",
      "16 serial\n",
      "138 series\n",
      "95 serious\n",
      "207 seriously\n",
      "70 servants\n",
      "31 serve\n",
      "20 served\n",
      "19 servers\n",
      "31 service\n",
      "18 services\n",
      "46 serving\n",
      "21 set\n",
      "17 sets\n",
      "70 setting\n",
      "41 settlement\n",
      "16 settlements\n",
      "33 settler\n",
      "20 settlers\n",
      "26 seven\n",
      "152 several\n",
      "104 severe\n",
      "29 severely\n",
      "349 sex\n",
      "14 sexual\n",
      "50 sexually\n",
      "30 shadow\n",
      "119 shake\n",
      "95 shame\n",
      "39 shanghai\n",
      "101 share\n",
      "131 shared\n",
      "46 shares\n",
      "21 sharia\n",
      "421 sharing\n",
      "153 shark\n",
      "50 sharks\n",
      "14 sharply\n",
      "15 she\n",
      "17 sheep\n",
      "29 shell\n",
      "17 shelling\n",
      "14 shells\n",
      "71 shelter\n",
      "20 shepherd\n",
      "29 shia\n",
      "50 shield\n",
      "50 shift\n",
      "53 shifts\n",
      "25 ship\n",
      "14 shipment\n",
      "17 shipping\n",
      "17 ships\n",
      "14 shit\n",
      "77 shock\n",
      "25 shocked\n",
      "35 shocking\n",
      "16 shoe\n",
      "20 shoes\n",
      "19 shoot\n",
      "37 shooting\n",
      "14 shoots\n",
      "33 shop\n",
      "20 shopping\n",
      "15 shops\n",
      "247 short\n",
      "21 shortage\n",
      "15 shortages\n",
      "19 shortly\n",
      "95 shot\n",
      "32 shots\n",
      "53 should\n",
      "31 shouldn\n",
      "46 show\n",
      "42 showed\n",
      "20 showing\n",
      "84 shown\n",
      "113 shows\n",
      "15 shut\n",
      "28 shutdown\n",
      "30 shuts\n",
      "19 siberia\n",
      "35 sick\n",
      "48 side\n",
      "31 sides\n",
      "22 siege\n",
      "15 sierra\n",
      "345 sight\n",
      "30 sign\n",
      "19 signal\n",
      "36 signals\n",
      "81 signed\n",
      "23 significant\n",
      "254 significantly\n",
      "104 signs\n",
      "30 silence\n",
      "48 silent\n",
      "17 silvio\n",
      "40 similar\n",
      "35 simple\n",
      "37 simply\n",
      "24 sin\n",
      "28 sinai\n",
      "144 since\n",
      "20 singapore\n",
      "20 singer\n",
      "56 single\n",
      "50 sinking\n",
      "16 sinks\n",
      "14 sir\n",
      "87 sister\n",
      "45 sit\n",
      "39 site\n",
      "43 sites\n",
      "40 sitting\n",
      "22 situation\n",
      "41 six\n",
      "17 size\n",
      "19 skin\n",
      "39 sky\n",
      "20 skype\n",
      "15 slain\n",
      "103 slams\n",
      "15 slaughter\n",
      "26 slaughtered\n",
      "17 slave\n",
      "27 slavery\n",
      "31 slaves\n",
      "15 sleep\n",
      "25 sleeping\n",
      "174 slow\n",
      "125 small\n",
      "18 smart\n",
      "82 smog\n",
      "15 smoke\n",
      "45 smoking\n",
      "17 smuggled\n",
      "31 smuggling\n",
      "24 sniper\n",
      "27 snipers\n",
      "51 snooping\n",
      "41 snow\n",
      "30 snowden\n",
      "35 so\n",
      "45 soar\n",
      "40 soaring\n",
      "25 soccer\n",
      "22 sochi\n",
      "31 social\n",
      "14 socialist\n",
      "120 society\n",
      "14 software\n",
      "20 soil\n",
      "14 solar\n",
      "24 sold\n",
      "39 soldier\n",
      "46 soldiers\n",
      "15 solidarity\n",
      "24 solution\n",
      "14 solve\n",
      "40 somali\n",
      "26 somalia\n",
      "17 some\n",
      "16 someone\n",
      "19 something\n",
      "384 sometimes\n",
      "20 son\n",
      "21 song\n",
      "37 sons\n",
      "37 sony\n",
      "151 soon\n",
      "22 sopa\n",
      "100 sorry\n",
      "43 sort\n",
      "33 sought\n",
      "134 sound\n",
      "107 sounds\n",
      "135 source\n",
      "376 sources\n",
      "25 south\n",
      "66 southeast\n",
      "17 southern\n",
      "14 sovereign\n",
      "103 sovereignty\n",
      "121 soviet\n",
      "157 space\n",
      "35 spacecraft\n",
      "32 spain\n",
      "25 spaniards\n",
      "105 spanish\n",
      "19 sparked\n",
      "15 sparking\n",
      "30 sparks\n",
      "18 speak\n",
      "25 speaking\n",
      "24 speaks\n",
      "17 special\n",
      "94 species\n",
      "63 speculation\n",
      "786 speech\n",
      "17 speed\n",
      "127 spend\n",
      "32 spending\n",
      "27 spends\n",
      "99 spent\n",
      "147 sperm\n",
      "19 spied\n",
      "241 spiegel\n",
      "16 spies\n",
      "150 spill\n",
      "15 spills\n",
      "36 split\n",
      "19 spokesman\n",
      "39 spot\n",
      "56 spotted\n",
      "14 spray\n",
      "45 spread\n",
      "40 spreading\n",
      "100 spreads\n",
      "63 spring\n",
      "14 spy\n",
      "19 spying\n",
      "139 squad\n",
      "68 square\n",
      "34 sri\n",
      "69 st\n",
      "19 stabbed\n",
      "84 stable\n",
      "16 stadium\n",
      "33 staff\n",
      "25 stage\n",
      "61 staged\n",
      "94 stalin\n",
      "23 stance\n",
      "30 stand\n",
      "38 standard\n",
      "14 standards\n",
      "29 standing\n",
      "15 standoff\n",
      "23 stands\n",
      "21 standstill\n",
      "116 star\n",
      "49 start\n",
      "26 started\n",
      "14 starting\n",
      "39 starts\n",
      "236 starvation\n",
      "163 starving\n",
      "28 state\n",
      "150 statehood\n",
      "113 statement\n",
      "23 states\n",
      "37 station\n",
      "18 stations\n",
      "16 statistics\n",
      "109 statue\n",
      "56 status\n",
      "22 stay\n",
      "15 steal\n",
      "23 stealing\n",
      "32 stealth\n",
      "94 steel\n",
      "32 stem\n",
      "36 step\n",
      "33 stephen\n",
      "16 steps\n",
      "29 still\n",
      "18 stock\n",
      "48 stockholm\n",
      "126 stockpile\n",
      "92 stocks\n",
      "56 stole\n",
      "46 stolen\n",
      "19 stone\n",
      "14 stoned\n",
      "35 stoning\n",
      "918 stood\n",
      "30 stop\n",
      "56 stopped\n",
      "389 stopping\n",
      "15 stops\n",
      "106 storage\n",
      "34 store\n",
      "24 stored\n",
      "20 stores\n",
      "63 stories\n",
      "87 storm\n",
      "22 stormed\n",
      "47 storms\n",
      "27 story\n",
      "17 straight\n",
      "23 strain\n",
      "99 stranded\n",
      "48 strange\n",
      "49 strategic\n",
      "47 strategy\n",
      "21 street\n",
      "16 streets\n",
      "25 stricken\n",
      "25 strict\n",
      "85 strike\n",
      "39 strikes\n",
      "24 striking\n",
      "33 strip\n",
      "16 stripped\n",
      "371 strong\n",
      "62 stronger\n",
      "16 strongly\n",
      "44 struck\n",
      "19 struggle\n",
      "34 struggles\n",
      "24 struggling\n",
      "22 stuck\n",
      "42 student\n",
      "91 students\n",
      "21 studies\n",
      "17 study\n",
      "183 stunning\n",
      "22 stunt\n",
      "24 stupid\n",
      "27 style\n",
      "21 sub\n",
      "24 subject\n",
      "42 subjected\n",
      "144 submarine\n",
      "183 subsidies\n",
      "26 success\n",
      "23 successful\n",
      "363 successfully\n",
      "230 such\n",
      "35 sudan\n",
      "100 sudanese\n",
      "32 suddenly\n",
      "69 sue\n",
      "16 sued\n",
      "15 sues\n",
      "19 suffer\n",
      "40 suffered\n",
      "48 suffering\n",
      "18 suffers\n",
      "25 sugar\n",
      "27 suggest\n",
      "170 suggested\n",
      "192 suggesting\n",
      "18 suggests\n",
      "185 suicide\n",
      "15 suicides\n",
      "21 suing\n",
      "16 suit\n",
      "23 summer\n",
      "84 summit\n",
      "27 sun\n",
      "29 sunday\n",
      "22 sunni\n",
      "38 super\n",
      "19 superpower\n",
      "33 supplied\n",
      "32 supplies\n",
      "38 supply\n",
      "127 supplying\n",
      "33 support\n",
      "29 supported\n",
      "65 supporters\n",
      "40 supporting\n",
      "38 supports\n",
      "25 supposed\n",
      "31 suppress\n",
      "67 supreme\n",
      "25 sure\n",
      "18 surface\n",
      "34 surge\n",
      "25 surgery\n",
      "22 surprise\n",
      "68 surprised\n",
      "264 surrender\n",
      "17 surrounded\n",
      "22 surrounding\n",
      "23 surveillance\n",
      "49 survey\n",
      "80 survival\n",
      "35 survive\n",
      "117 survived\n",
      "15 survives\n",
      "22 surviving\n",
      "53 survivor\n",
      "15 survivors\n",
      "19 suspect\n",
      "17 suspected\n",
      "76 suspects\n",
      "98 suspend\n",
      "17 suspended\n",
      "304 suspends\n",
      "22 suspicion\n",
      "70 suspicious\n",
      "42 suu\n",
      "25 swearing\n",
      "19 sweden\n",
      "18 swedes\n",
      "127 swedish\n",
      "31 sweeping\n",
      "39 swift\n",
      "35 swine\n",
      "25 swiss\n",
      "50 switzerland\n",
      "15 sydney\n",
      "28 syria\n",
      "27 syrian\n",
      "21 syrians\n",
      "234 syrias\n",
      "69 system\n",
      "16 systems\n",
      "25 table\n",
      "34 tackle\n",
      "24 tactics\n",
      "20 tahrir\n",
      "24 tainted\n",
      "36 taiwan\n",
      "77 take\n",
      "177 taken\n",
      "62 takeover\n",
      "27 takes\n",
      "57 taking\n",
      "42 taliban\n",
      "26 talk\n",
      "21 talking\n",
      "28 talks\n",
      "16 tamil\n",
      "200 tank\n",
      "16 tanker\n",
      "172 tanks\n",
      "33 tanzania\n",
      "16 tape\n",
      "50 tar\n",
      "127 target\n",
      "93 targeted\n",
      "30 targeting\n",
      "705 targets\n",
      "472 taser\n",
      "32 tax\n",
      "16 taxes\n",
      "56 taxpayers\n",
      "18 tayyip\n",
      "27 tea\n",
      "21 teach\n",
      "47 teacher\n",
      "21 teachers\n",
      "60 teaching\n",
      "174 team\n",
      "17 teams\n",
      "150 tear\n",
      "180 tears\n",
      "295 tech\n",
      "60 technology\n",
      "41 teen\n",
      "188 teenage\n",
      "32 teenager\n",
      "46 teenagers\n",
      "28 teens\n",
      "89 tehran\n",
      "19 tel\n",
      "24 telegraph\n",
      "29 television\n",
      "87 tell\n",
      "56 telling\n",
      "51 tells\n",
      "81 temperatures\n",
      "19 temple\n",
      "307 temporary\n",
      "59 ten\n",
      "15 tens\n",
      "15 tension\n",
      "39 tensions\n",
      "20 tepco\n",
      "19 term\n",
      "17 terms\n",
      "51 terrible\n",
      "43 territorial\n",
      "22 territories\n",
      "101 territory\n",
      "19 terror\n",
      "64 terrorism\n",
      "15 terrorist\n",
      "18 terrorists\n",
      "40 test\n",
      "73 tested\n",
      "44 testify\n",
      "48 testimony\n",
      "51 testing\n",
      "30 tests\n",
      "32 texas\n",
      "89 text\n",
      "20 thai\n",
      "68 thailand\n",
      "67 than\n",
      "84 thanks\n",
      "54 that\n",
      "181 thatcher\n",
      "16 thats\n",
      "32 the\n",
      "17 theft\n",
      "89 their\n",
      "25 them\n",
      "60 themselves\n",
      "53 then\n",
      "87 theory\n",
      "40 there\n",
      "25 these\n",
      "15 they\n",
      "17 theyre\n",
      "31 thieves\n",
      "91 thing\n",
      "211 things\n",
      "158 think\n",
      "181 thinking\n",
      "136 thinks\n",
      "150 third\n",
      "23 thirds\n",
      "26 thirty\n",
      "22 this\n",
      "31 those\n",
      "77 though\n",
      "17 thought\n",
      "51 thousand\n",
      "15 thousands\n",
      "64 threat\n",
      "83 threaten\n",
      "43 threatened\n",
      "21 threatening\n",
      "22 threatens\n",
      "34 threats\n",
      "22 three\n",
      "24 threw\n",
      "26 throat\n",
      "56 through\n",
      "62 throughout\n",
      "189 throw\n",
      "23 throwing\n",
      "26 thrown\n",
      "24 throws\n",
      "18 thugs\n",
      "122 thursday\n",
      "29 tiananmen\n",
      "445 tibet\n",
      "233 tibetan\n",
      "77 tibetans\n",
      "122 tied\n",
      "64 ties\n",
      "196 tiger\n",
      "86 tigers\n",
      "32 timbuktu\n",
      "16 time\n",
      "29 times\n",
      "30 tiny\n",
      "45 tired\n",
      "19 to\n",
      "23 tobacco\n",
      "175 today\n",
      "44 together\n",
      "37 toilet\n",
      "48 tokyo\n",
      "26 told\n",
      "28 toll\n",
      "81 tomb\n",
      "45 tomlinson\n",
      "32 tomorrow\n",
      "18 tonight\n",
      "591 tonnes\n",
      "326 tons\n",
      "35 tony\n",
      "19 too\n",
      "37 took\n",
      "338 tool\n",
      "17 top\n",
      "83 topless\n",
      "265 topple\n",
      "103 tops\n",
      "25 tor\n",
      "17 torch\n",
      "35 torched\n",
      "26 torn\n",
      "26 toronto\n",
      "77 torture\n",
      "140 tortured\n",
      "128 torturing\n",
      "16 total\n",
      "17 totally\n",
      "16 tough\n",
      "25 tougher\n",
      "17 tour\n",
      "28 tourism\n",
      "22 tourist\n",
      "17 tourists\n",
      "75 toward\n",
      "245 towards\n",
      "94 tower\n",
      "20 town\n",
      "92 towns\n",
      "24 toxic\n",
      "38 tpp\n",
      "21 track\n",
      "20 tracking\n",
      "30 tracks\n",
      "57 trade\n",
      "70 trading\n",
      "26 tradition\n",
      "188 traditional\n",
      "33 traffic\n",
      "68 traffickers\n",
      "16 trafficking\n",
      "44 tragedy\n",
      "23 train\n",
      "20 trained\n",
      "208 training\n",
      "14 trains\n",
      "15 trans\n",
      "15 transfer\n",
      "38 transferred\n",
      "25 translate\n",
      "31 translation\n",
      "64 transparency\n",
      "27 transplant\n",
      "84 transport\n",
      "22 trapped\n",
      "14 trash\n",
      "106 travel\n",
      "25 treason\n",
      "55 treasure\n",
      "26 treat\n",
      "20 treated\n",
      "15 treating\n",
      "22 treatment\n",
      "22 treaty\n",
      "15 tree\n",
      "18 trees\n",
      "29 trial\n",
      "17 trials\n",
      "17 tribal\n",
      "29 tribe\n",
      "56 tribes\n",
      "24 tribunal\n",
      "53 tried\n",
      "14 tries\n",
      "22 trigger\n",
      "20 trillion\n",
      "19 trip\n",
      "42 triple\n",
      "19 tripoli\n",
      "101 troop\n",
      "85 troops\n",
      "24 trouble\n",
      "41 troubled\n",
      "235 trove\n",
      "33 truce\n",
      "27 truck\n",
      "42 trucks\n",
      "16 true\n",
      "16 truly\n",
      "144 trump\n",
      "77 trust\n",
      "16 truth\n",
      "14 try\n",
      "66 trying\n",
      "45 tsunami\n",
      "17 tuesday\n",
      "47 tuition\n",
      "18 tuna\n",
      "435 tunisia\n",
      "31 tunisian\n",
      "18 tunnel\n",
      "16 tunnels\n",
      "29 turkey\n",
      "32 turkeys\n",
      "27 turkish\n",
      "56 turks\n",
      "20 turmoil\n",
      "19 turn\n",
      "42 turned\n",
      "87 turning\n",
      "91 turns\n",
      "216 tusks\n",
      "116 tutu\n",
      "217 tv\n",
      "21 tweet\n",
      "30 tweets\n",
      "66 twice\n",
      "30 twin\n",
      "34 twitter\n",
      "22 two\n",
      "350 tycoon\n",
      "17 typhoon\n",
      "262 uae\n",
      "21 ufo\n",
      "16 uganda\n",
      "154 ugandan\n",
      "99 ugly\n",
      "57 uk\n",
      "90 ukraine\n",
      "15 ukrainian\n",
      "16 ultra\n",
      "18 un\n",
      "202 unable\n",
      "23 unacceptable\n",
      "22 unarmed\n",
      "41 unconstitutional\n",
      "15 uncovered\n",
      "120 under\n",
      "25 underage\n",
      "34 undercover\n",
      "29 underground\n",
      "17 undermine\n",
      "81 understand\n",
      "36 underwater\n",
      "16 underway\n",
      "1157 unearthed\n",
      "534 unemployed\n",
      "143 unemployment\n",
      "49 unesco\n",
      "35 unidentified\n",
      "22 unilateral\n",
      "32 union\n",
      "25 unions\n",
      "32 unique\n",
      "22 unit\n",
      "42 unite\n",
      "54 united\n",
      "17 units\n",
      "38 unity\n",
      "19 universal\n",
      "16 universe\n",
      "28 universities\n",
      "19 university\n",
      "77 unknown\n",
      "32 unlawful\n",
      "14 unless\n",
      "15 unlikely\n",
      "16 unmanned\n",
      "220 unpaid\n",
      "32 unprecedented\n",
      "22 unrest\n",
      "57 until\n",
      "15 unusual\n",
      "428 unveiled\n",
      "30 unveils\n",
      "19 up\n",
      "19 upcoming\n",
      "16 update\n",
      "24 updates\n",
      "168 upon\n",
      "40 upper\n",
      "20 uprising\n",
      "50 uproar\n",
      "24 uranium\n",
      "15 urban\n",
      "20 urge\n",
      "70 urged\n",
      "66 urgent\n",
      "17 urges\n",
      "33 urging\n",
      "36 uruguay\n",
      "23 us\n",
      "33 usa\n",
      "23 usd\n",
      "21 use\n",
      "63 used\n",
      "21 user\n",
      "15 users\n",
      "55 uses\n",
      "24 using\n",
      "44 vaccination\n",
      "55 vaccine\n",
      "26 valley\n",
      "109 value\n",
      "23 values\n",
      "42 van\n",
      "67 vancouver\n",
      "16 vast\n",
      "488 vatican\n",
      "333 ve\n",
      "15 vehicle\n",
      "27 vehicles\n",
      "139 veil\n",
      "58 veils\n",
      "272 venezuela\n",
      "25 venezuelan\n",
      "38 verdict\n",
      "20 verge\n",
      "42 version\n",
      "20 very\n",
      "31 vessel\n",
      "44 vessels\n",
      "48 veteran\n",
      "187 veterans\n",
      "116 veto\n",
      "35 via\n",
      "48 vice\n",
      "39 vicious\n",
      "20 victim\n",
      "174 victims\n",
      "34 victory\n",
      "33 vid\n",
      "33 video\n",
      "47 videos\n",
      "41 vietnam\n",
      "23 vietnamese\n",
      "35 view\n",
      "16 views\n",
      "17 vigilantes\n",
      "45 viktor\n",
      "15 village\n",
      "138 villagers\n",
      "205 villages\n",
      "75 violate\n",
      "33 violated\n",
      "494 violates\n",
      "49 violating\n",
      "87 violation\n",
      "26 violations\n",
      "66 violence\n",
      "47 violent\n",
      "20 viral\n",
      "15 virgin\n",
      "144 virginity\n",
      "42 virus\n",
      "62 visa\n",
      "24 visas\n",
      "21 visit\n",
      "33 visited\n",
      "25 visiting\n",
      "44 visitors\n",
      "38 visits\n",
      "302 vital\n",
      "127 vladimir\n",
      "21 voice\n",
      "20 volcano\n",
      "17 vote\n",
      "96 voted\n",
      "50 voters\n",
      "17 votes\n",
      "113 voting\n",
      "17 vow\n",
      "28 vowed\n",
      "19 vows\n",
      "29 vs\n",
      "22 wage\n",
      "134 wages\n",
      "41 wait\n",
      "65 waiting\n",
      "236 wake\n",
      "68 wal\n",
      "48 wales\n",
      "82 walk\n",
      "48 walked\n",
      "27 walking\n",
      "25 walks\n",
      "71 wall\n",
      "45 walmart\n",
      "41 want\n",
      "35 wanted\n",
      "30 wanting\n",
      "33 wants\n",
      "45 war\n",
      "19 warfare\n",
      "38 warheads\n",
      "32 warming\n",
      "17 warn\n",
      "17 warned\n",
      "19 warning\n",
      "105 warnings\n",
      "21 warns\n",
      "305 warplanes\n",
      "109 warrant\n",
      "16 wars\n",
      "264 warsaw\n",
      "1411 warship\n",
      "24 warships\n",
      "20 was\n",
      "60 washington\n",
      "65 wasn\n",
      "140 waste\n",
      "169 wasted\n",
      "35 watch\n",
      "278 watchdog\n",
      "32 watched\n",
      "52 watching\n",
      "46 water\n",
      "16 waters\n",
      "37 wave\n",
      "46 waves\n",
      "109 way\n",
      "22 ways\n",
      "69 we\n",
      "16 weak\n",
      "123 wealth\n",
      "35 wealthy\n",
      "21 weapon\n",
      "43 weapons\n",
      "437 wear\n",
      "93 wearing\n",
      "61 weather\n",
      "26 web\n",
      "265 website\n",
      "30 websites\n",
      "18 wedding\n",
      "68 wednesday\n",
      "29 weed\n",
      "58 week\n",
      "340 weekend\n",
      "35 weeks\n",
      "85 weiwei\n",
      "26 welcome\n",
      "129 welfare\n",
      "92 well\n",
      "85 went\n",
      "34 were\n",
      "147 west\n",
      "20 western\n",
      "288 whale\n",
      "47 whales\n",
      "142 whaling\n",
      "15 what\n",
      "18 whatever\n",
      "44 wheat\n",
      "37 when\n",
      "75 where\n",
      "15 whether\n",
      "412 which\n",
      "239 while\n",
      "37 whistle\n",
      "27 whistleblower\n",
      "52 whistleblowers\n",
      "20 white\n",
      "20 who\n",
      "64 whole\n",
      "22 whom\n",
      "185 whose\n",
      "14 why\n",
      "45 wide\n",
      "22 widely\n",
      "17 widens\n",
      "16 wider\n",
      "38 widespread\n",
      "110 wife\n",
      "553 wikileaks\n",
      "39 wikipedia\n",
      "67 wild\n",
      "39 wildlife\n",
      "44 will\n",
      "106 willing\n",
      "76 win\n",
      "14 wind\n",
      "18 windows\n",
      "22 wine\n",
      "69 wing\n",
      "37 winner\n",
      "16 winners\n",
      "40 winning\n",
      "115 wins\n",
      "38 winter\n",
      "22 wipe\n",
      "20 wiped\n",
      "16 wiping\n",
      "16 wired\n",
      "18 wish\n",
      "20 witch\n",
      "25 witchcraft\n",
      "46 with\n",
      "25 withdraw\n",
      "15 withdrawal\n",
      "20 withdraws\n",
      "38 within\n",
      "45 without\n",
      "34 witness\n",
      "14 witnesses\n",
      "17 wives\n",
      "512 wolves\n",
      "729 woman\n",
      "16 women\n",
      "165 womens\n",
      "24 won\n",
      "37 wonder\n",
      "45 wont\n",
      "64 word\n",
      "284 words\n",
      "33 work\n",
      "62 worked\n",
      "391 worker\n",
      "163 workers\n",
      "40 working\n",
      "1829 works\n",
      "16 world\n",
      "122 worldnews\n",
      "114 worlds\n",
      "28 worldwide\n",
      "15 worried\n",
      "23 worry\n",
      "99 worse\n",
      "162 worst\n",
      "124 worth\n",
      "20 would\n",
      "93 wouldn\n",
      "21 wounded\n",
      "17 wounds\n",
      "22 wreckage\n",
      "26 write\n",
      "32 writer\n",
      "25 writes\n",
      "38 writing\n",
      "111 written\n",
      "31 wrong\n",
      "48 wrote\n",
      "34 wtf\n",
      "20 wwii\n",
      "17 xinjiang\n",
      "19 xpost\n",
      "35 xvi\n",
      "18 yahoo\n",
      "22 yanukovych\n",
      "14 yard\n",
      "1240 year\n",
      "1196 years\n",
      "115 yemen\n",
      "33 yemeni\n",
      "51 yes\n",
      "69 yesterday\n",
      "66 yet\n",
      "282 york\n",
      "15 you\n",
      "15 young\n",
      "85 youngest\n",
      "26 your\n",
      "75 youth\n",
      "65 youths\n",
      "34 youtube\n",
      "14 yr\n",
      "191 yrs\n",
      "15 zealand\n",
      "29 zero\n",
      "22 zetas\n",
      "109 zimbabwe\n",
      "20 zionist\n",
      "115 zone\n",
      "19 zones\n",
      "30 zoo\n"
     ]
    }
   ],
   "source": [
    "# Sum up the counts of each vocabulary word\n",
    "dist = np.sum(train_data_features, axis=0)\n",
    "\n",
    "# For each, print the vocabulary word and the number of times it \n",
    "# appears in the training set\n",
    "for tag, count in zip(vocab, dist):\n",
    "    print(count, tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training the random forest...\n"
     ]
    }
   ],
   "source": [
    "print(\"Training the random forest...\")\n",
    "\n",
    "# Initialize a Random Forest classifier with 100 trees\n",
    "forest = RandomForestClassifier(n_estimators = 100) \n",
    "\n",
    "# Fit the forest to the training set, using the bag of words as \n",
    "# features and the sentiment labels as the response variable\n",
    "#\n",
    "# This may take a few minutes to run\n",
    "forest = forest.fit( train_data_features, train[\"Label\"] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DecisionTreeClassifier(max_depth=None, min_samples_split=2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 1 1 1 0 1 0 1 1 1 1 1 1 1 0 1 0 1 1 1 1 0\n",
      " 1 0 0 0 0 0 0 1 0 1 1 1 0 1 1 1 0 0 1 1 1 0 1 1 0 0 1 1 1 1 0 0 1 0 0 0 0\n",
      " 1 0 0 1 1 1 1 1 1 1 0 1 0 0 0 0 0 1 1 0 1 1 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 0 1 0 1 1 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 1 0 1 0 1 0 1 0 1 0 0 0 1 1 1\n",
      " 0 1 0 1 1 1 1 0 1 0 1 0 1 0 0 1 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 1 0 1 1 1\n",
      " 0 0 0 1 1 0 0 0 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 1 0 1 0 1 1 1 1 1 1 0 1 0 1\n",
      " 1 0 1 0 0 1 1 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 1 1 1 1 1 0 1 0 0 1 0 1 1 0 1\n",
      " 0 1 0 0 1 1 0 0 0 1 1 0 0 1 1 1 1 0 0 0 0 1 1 1 0 1 0 1 0 0 0 1 1 1 0 1 1\n",
      " 1 1 0 1 1 1 0 1 0 0 1 1 1 1 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 1 1 1 0 1 1 1 0\n",
      " 1 0 1 0 1 1 0 1 1 1 1 0 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 0 0 1 0 1 0 0 0 0 1\n",
      " 0 0 1 1 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "# Get a bag of words for the test set, and convert to a numpy array\n",
    "test_data_features = vectorizer.transform(testheadlines)\n",
    "test_data_features = test_data_features.toarray()\n",
    "\n",
    "# Use the random forest to make sentiment label predictions\n",
    "resultPredict = forest.predict(test_data_features)\n",
    "print(resultPredict)\n",
    "\n",
    "# Copy the results to a pandas dataframe with an \"id\" column and\n",
    "# a \"sentiment\" column\n",
    "#output = pd.DataFrame( data={\"id\":test[\"Date\"], \"Label\":result} )\n",
    "\n",
    "# Use pandas to write the comma-separated output file\n",
    "#output.to_csv( \"Bag_of_Words_model.csv\", index=False, quoting=3 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "testLabel = []\n",
    "for row in range(0,len(test.index)):\n",
    "    testLabel.append(' '.join(str(x) for x in test.iloc[row,1:2])) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "testLabel = list(map(int, testLabel))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1]\n"
     ]
    }
   ],
   "source": [
    "print(testLabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5291005291005291"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(1 for x,y in zip(testLabel,resultPredict) if x == y) / len(testLabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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